{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d48e0847-24b8-4a89-9b5c-792fa44c7172",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始生成验证码图片...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Generating Captchas: 100%|███████████████████████████████████████████████████| 10000/10000 [00:52<00:00, 188.88image/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "验证码生成完成，准备测试集...\n",
      "操作完成！共生成 10000 个验证码，其中 100 个用于测试。\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "import os\n",
    "import shutil\n",
    "import random\n",
    "import time\n",
    "from tqdm import tqdm\n",
    "from captcha.image import ImageCaptcha\n",
    "\n",
    "# 用于生成验证码的字符集（0-9数字）\n",
    "CHAR_SET = ['0','1','2','3','4','5','6','7','8','9']\n",
    "# 字符集的长度\n",
    "CHAR_SET_LEN = len(CHAR_SET)\n",
    "# 验证码的长度（保持4位数字）\n",
    "CAPTCHA_LEN = 4\n",
    "\n",
    "# 验证码图片的存放路径\n",
    "CAPTCHA_IMAGE_PATH = os.path.join('data', 'images')\n",
    "# 测试集存放路径\n",
    "TEST_IMAGE_PATH = os.path.join('data', 'dataTest')\n",
    "# 测试集数量（按1%比例）\n",
    "TEST_IMAGE_NUMBER = 100\n",
    "# 要生成的验证码总数\n",
    "TOTAL_CAPTCHAS = 10000\n",
    "\n",
    "def generate_captcha_image(charSet=CHAR_SET, captchaImgPath=CAPTCHA_IMAGE_PATH, total=TOTAL_CAPTCHAS):\n",
    "    \"\"\"生成指定数量的验证码图片（允许重复）\"\"\"\n",
    "    if not os.path.exists(captchaImgPath):\n",
    "        os.makedirs(captchaImgPath)\n",
    "\n",
    "    with tqdm(total=total, desc=\"Generating Captchas\", unit=\"image\") as pbar:\n",
    "        for _ in range(total):\n",
    "            # 随机生成4位验证码（允许重复）\n",
    "            captcha_text = ''.join([random.choice(charSet) for _ in range(CAPTCHA_LEN)])\n",
    "            image = ImageCaptcha()\n",
    "            # 使用时间戳+随机数确保文件名唯一\n",
    "            timestamp = int(time.time() * 1000)\n",
    "            random_suffix = random.randint(0, 9999)\n",
    "            filename = f\"{captcha_text}_{timestamp}_{random_suffix}.jpg\"\n",
    "            image.write(captcha_text, os.path.join(captchaImgPath, filename))\n",
    "            pbar.update(1)\n",
    "\n",
    "def prepare_test_set():\n",
    "    \"\"\"准备测试集\"\"\"\n",
    "    if not os.path.exists(TEST_IMAGE_PATH):\n",
    "        os.makedirs(TEST_IMAGE_PATH)\n",
    "\n",
    "    # 获取所有验证码文件\n",
    "    files = [f for f in os.listdir(CAPTCHA_IMAGE_PATH) if f.endswith('.jpg')]\n",
    "    # 随机选择测试集\n",
    "    test_files = random.sample(files, min(TEST_IMAGE_NUMBER, len(files)))\n",
    "    \n",
    "    for filename in test_files:\n",
    "        src = os.path.join(CAPTCHA_IMAGE_PATH, filename)\n",
    "        dst = os.path.join(TEST_IMAGE_PATH, filename)\n",
    "        shutil.move(src, dst)\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    print(\"开始生成验证码图片...\")\n",
    "    generate_captcha_image()\n",
    "    print(\"验证码生成完成，准备测试集...\")\n",
    "    prepare_test_set()\n",
    "    print(f\"操作完成！共生成 {TOTAL_CAPTCHAS} 个验证码，其中 {TEST_IMAGE_NUMBER} 个用于测试。\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ce40e5e2-d8d8-4e28-9102-612e924c2f7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "Renamed: 8705_1749805222322_9675.jpg -> 8705.jpg\n",
      "Renamed: 8815_1749805203001_5694.jpg -> 8815.jpg\n",
      "Renamed: 9040_1749805202816_4485.jpg -> 9040.jpg\n",
      "Renamed: 9182_1749805177138_6791.jpg -> 9182.jpg\n",
      "Renamed: 9265_1749805206230_1269.jpg -> 9265.jpg\n",
      "Renamed: 9274_1749805224050_5143.jpg -> 9274.jpg\n",
      "Renamed: 9360_1749805195989_6248.jpg -> 9360.jpg\n",
      "Renamed: 9415_1749805212252_3347.jpg -> 9415.jpg\n",
      "Renamed: 9423_1749805210717_5055.jpg -> 9423.jpg\n",
      "Renamed: 9527_1749805193603_2404.jpg -> 9527.jpg\n",
      "Renamed: 9737_1749805221487_7135.jpg -> 9737.jpg\n",
      "Renamed: 9825_1749805194217_877.jpg -> 9825.jpg\n",
      "\n",
      "Rename complete: 100 files renamed, 0 files skipped\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "\n",
    "def rename_files(directory):\n",
    "    renamed_count = 0\n",
    "    skipped_count = 0\n",
    "\n",
    "    for filename in os.listdir(directory):\n",
    "        if filename.endswith('.jpg'):\n",
    "            # 提取验证码部分（第一个下划线前的内容）\n",
    "            parts = filename.split('_')\n",
    "            captcha_part = parts[0]\n",
    "\n",
    "            # 确保是4位数字\n",
    "            if len(captcha_part) == 4 and captcha_part.isdigit():\n",
    "                new_name = f\"{captcha_part}.jpg\"\n",
    "                old_path = os.path.join(directory, filename)\n",
    "                new_path = os.path.join(directory, new_name)\n",
    "\n",
    "                # 检查是否已存在同名文件\n",
    "                if os.path.exists(new_path):\n",
    "                    # 给重复文件添加后缀\n",
    "                    counter = 1\n",
    "                    while True:\n",
    "                        unique_name = f\"{captcha_part}_{counter}.jpg\"\n",
    "                        unique_path = os.path.join(directory, unique_name)\n",
    "                        if not os.path.exists(unique_path):\n",
    "                            new_path = unique_path\n",
    "                            break\n",
    "                        counter += 1\n",
    "\n",
    "                try:\n",
    "                    os.rename(old_path, new_path)\n",
    "                    print(f\"Renamed: {filename} -> {os.path.basename(new_path)}\")\n",
    "                    renamed_count += 1\n",
    "                except Exception as e:\n",
    "                    print(f\"Error renaming {filename}: {str(e)}\")\n",
    "                    skipped_count += 1\n",
    "            else:\n",
    "                print(f\"Skipped: {filename} (invalid format)\")\n",
    "                skipped_count += 1\n",
    "\n",
    "    print(f\"\\nRename complete: {renamed_count} files renamed, {skipped_count} files skipped\")\n",
    "\n",
    "\n",
    "# 使用正确的路径分隔符\n",
    "rename_files(r\"D:\\cwp\\Anaconda 3\\Mynotebook\\data\\images\")\n",
    "rename_files(r\"D:\\cwp\\Anaconda 3\\Mynotebook\\data\\dataTest\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9614d7d0-72f3-40f7-bcb2-574e58ca43a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== 加载数据 ===\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading Data: 100%|██████████████████████████████████████████████████████████████| 9900/9900 [00:07<00:00, 1292.07it/s]\n",
      "Loading Data: 100%|████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 1375.75it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "数据检查:\n",
      "X_train shape: (9900, 50, 200, 1)\n",
      "X_test shape: (100, 50, 200, 1)\n",
      "=== 预处理标签 ===\n",
      "y_train length: 4\n",
      "y_train[0] shape: (9900, 10)\n",
      "y_train[1] shape: (9900, 10)\n",
      "y_train[2] shape: (9900, 10)\n",
      "y_train[3] shape: (9900, 10)\n",
      "=== 构建模型 ===\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_4\"</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mModel: \"functional_4\"\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> Layer (type)                  </span>┃<span style=\"font-weight: bold\"> Output Shape              </span>┃<span style=\"font-weight: bold\">         Param # </span>┃<span style=\"font-weight: bold\"> Connected to               </span>┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
       "│ input_layer_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">50</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">200</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)        │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ -                          │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2d_12 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">50</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">200</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)       │             <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span> │ input_layer_4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]        │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_28        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">50</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">200</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)       │             <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │ conv2d_12[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]            │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ max_pooling2d_12              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">25</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)       │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalization_28[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)                │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_28 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">25</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)       │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ max_pooling2d_12[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2d_13 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">25</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │ dropout_28[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_29        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">25</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)       │             <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2d_13[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]            │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ max_pooling2d_13              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">50</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)        │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalization_29[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)                │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_29 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">50</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)        │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ max_pooling2d_13[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2d_14 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">50</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │ dropout_29[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_30        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">50</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)       │             <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2d_14[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]            │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ max_pooling2d_14              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">25</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)        │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalization_30[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)                │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_30 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">25</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)        │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ max_pooling2d_14[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ flatten_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">19200</span>)             │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ dropout_30[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dense_24 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)               │       <span style=\"color: #00af00; text-decoration-color: #00af00\">4,915,456</span> │ flatten_4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dense_25 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)               │       <span style=\"color: #00af00; text-decoration-color: #00af00\">4,915,456</span> │ flatten_4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dense_26 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)               │       <span style=\"color: #00af00; text-decoration-color: #00af00\">4,915,456</span> │ flatten_4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dense_27 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)               │       <span style=\"color: #00af00; text-decoration-color: #00af00\">4,915,456</span> │ flatten_4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_31        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)               │           <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ dense_24[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]             │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_32        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)               │           <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ dense_25[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]             │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_33        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)               │           <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ dense_26[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]             │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_34        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)               │           <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ dense_27[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]             │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_31 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)               │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalization_31[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_32 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)               │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalization_32[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_33 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)               │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalization_33[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_34 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)               │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalization_34[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ digit_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)                │           <span style=\"color: #00af00; text-decoration-color: #00af00\">2,570</span> │ dropout_31[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ digit_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)                │           <span style=\"color: #00af00; text-decoration-color: #00af00\">2,570</span> │ dropout_32[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ digit_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)                │           <span style=\"color: #00af00; text-decoration-color: #00af00\">2,570</span> │ dropout_33[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ digit_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)                │           <span style=\"color: #00af00; text-decoration-color: #00af00\">2,570</span> │ dropout_34[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]           │\n",
       "└───────────────────────────────┴───────────────────────────┴─────────────────┴────────────────────────────┘\n",
       "</pre>\n"
      ],
      "text/plain": [
       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                 \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape             \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m        Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to              \u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
       "│ input_layer_4 (\u001b[38;5;33mInputLayer\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m50\u001b[0m, \u001b[38;5;34m200\u001b[0m, \u001b[38;5;34m1\u001b[0m)        │               \u001b[38;5;34m0\u001b[0m │ -                          │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2d_12 (\u001b[38;5;33mConv2D\u001b[0m)            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m50\u001b[0m, \u001b[38;5;34m200\u001b[0m, \u001b[38;5;34m32\u001b[0m)       │             \u001b[38;5;34m320\u001b[0m │ input_layer_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]        │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_28        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m50\u001b[0m, \u001b[38;5;34m200\u001b[0m, \u001b[38;5;34m32\u001b[0m)       │             \u001b[38;5;34m128\u001b[0m │ conv2d_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]            │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ max_pooling2d_12              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m32\u001b[0m)       │               \u001b[38;5;34m0\u001b[0m │ batch_normalization_28[\u001b[38;5;34m0\u001b[0m]… │\n",
       "│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)                │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_28 (\u001b[38;5;33mDropout\u001b[0m)          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m32\u001b[0m)       │               \u001b[38;5;34m0\u001b[0m │ max_pooling2d_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2d_13 (\u001b[38;5;33mConv2D\u001b[0m)            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m64\u001b[0m)       │          \u001b[38;5;34m18,496\u001b[0m │ dropout_28[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_29        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m64\u001b[0m)       │             \u001b[38;5;34m256\u001b[0m │ conv2d_13[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]            │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ max_pooling2d_13              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m50\u001b[0m, \u001b[38;5;34m64\u001b[0m)        │               \u001b[38;5;34m0\u001b[0m │ batch_normalization_29[\u001b[38;5;34m0\u001b[0m]… │\n",
       "│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)                │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_29 (\u001b[38;5;33mDropout\u001b[0m)          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m50\u001b[0m, \u001b[38;5;34m64\u001b[0m)        │               \u001b[38;5;34m0\u001b[0m │ max_pooling2d_13[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2d_14 (\u001b[38;5;33mConv2D\u001b[0m)            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m50\u001b[0m, \u001b[38;5;34m128\u001b[0m)       │          \u001b[38;5;34m73,856\u001b[0m │ dropout_29[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_30        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m50\u001b[0m, \u001b[38;5;34m128\u001b[0m)       │             \u001b[38;5;34m512\u001b[0m │ conv2d_14[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]            │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ max_pooling2d_14              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m128\u001b[0m)        │               \u001b[38;5;34m0\u001b[0m │ batch_normalization_30[\u001b[38;5;34m0\u001b[0m]… │\n",
       "│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)                │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_30 (\u001b[38;5;33mDropout\u001b[0m)          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m128\u001b[0m)        │               \u001b[38;5;34m0\u001b[0m │ max_pooling2d_14[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ flatten_4 (\u001b[38;5;33mFlatten\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m19200\u001b[0m)             │               \u001b[38;5;34m0\u001b[0m │ dropout_30[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dense_24 (\u001b[38;5;33mDense\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)               │       \u001b[38;5;34m4,915,456\u001b[0m │ flatten_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dense_25 (\u001b[38;5;33mDense\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)               │       \u001b[38;5;34m4,915,456\u001b[0m │ flatten_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dense_26 (\u001b[38;5;33mDense\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)               │       \u001b[38;5;34m4,915,456\u001b[0m │ flatten_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dense_27 (\u001b[38;5;33mDense\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)               │       \u001b[38;5;34m4,915,456\u001b[0m │ flatten_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_31        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)               │           \u001b[38;5;34m1,024\u001b[0m │ dense_24[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]             │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_32        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)               │           \u001b[38;5;34m1,024\u001b[0m │ dense_25[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]             │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_33        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)               │           \u001b[38;5;34m1,024\u001b[0m │ dense_26[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]             │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_34        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)               │           \u001b[38;5;34m1,024\u001b[0m │ dense_27[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]             │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_31 (\u001b[38;5;33mDropout\u001b[0m)          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)               │               \u001b[38;5;34m0\u001b[0m │ batch_normalization_31[\u001b[38;5;34m0\u001b[0m]… │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_32 (\u001b[38;5;33mDropout\u001b[0m)          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)               │               \u001b[38;5;34m0\u001b[0m │ batch_normalization_32[\u001b[38;5;34m0\u001b[0m]… │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_33 (\u001b[38;5;33mDropout\u001b[0m)          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)               │               \u001b[38;5;34m0\u001b[0m │ batch_normalization_33[\u001b[38;5;34m0\u001b[0m]… │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_34 (\u001b[38;5;33mDropout\u001b[0m)          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)               │               \u001b[38;5;34m0\u001b[0m │ batch_normalization_34[\u001b[38;5;34m0\u001b[0m]… │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ digit_1 (\u001b[38;5;33mDense\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)                │           \u001b[38;5;34m2,570\u001b[0m │ dropout_31[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ digit_2 (\u001b[38;5;33mDense\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)                │           \u001b[38;5;34m2,570\u001b[0m │ dropout_32[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ digit_3 (\u001b[38;5;33mDense\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)                │           \u001b[38;5;34m2,570\u001b[0m │ dropout_33[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ digit_4 (\u001b[38;5;33mDense\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)                │           \u001b[38;5;34m2,570\u001b[0m │ dropout_34[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]           │\n",
       "└───────────────────────────────┴───────────────────────────┴─────────────────┴────────────────────────────┘\n"
      ]
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">19,769,768</span> (75.42 MB)\n",
       "</pre>\n"
      ],
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       "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m19,769,768\u001b[0m (75.42 MB)\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">19,767,272</span> (75.41 MB)\n",
       "</pre>\n"
      ],
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       "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m19,767,272\u001b[0m (75.41 MB)\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">2,496</span> (9.75 KB)\n",
       "</pre>\n"
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      "text/plain": [
       "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m2,496\u001b[0m (9.75 KB)\n"
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       "0epoch [00:00, ?epoch/s]"
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     "text": [
      "=== 开始训练 ===\n",
      "Epoch 1/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 242ms/step - digit_1_accuracy: 0.4546 - digit_1_loss: 1.7698 - digit_2_accuracy: 0.3266 - digit_2_loss: 2.2199 - digit_3_accuracy: 0.3258 - digit_3_loss: 2.2045 - digit_4_accuracy: 0.4029 - digit_4_loss: 1.9699 - loss: 8.1641 - val_digit_1_accuracy: 0.0700 - val_digit_1_loss: 13.1720 - val_digit_2_accuracy: 0.0900 - val_digit_2_loss: 9.8250 - val_digit_3_accuracy: 0.1900 - val_digit_3_loss: 8.0773 - val_digit_4_accuracy: 0.0900 - val_digit_4_loss: 11.2837 - val_loss: 41.1320 - learning_rate: 0.0010\n",
      "Epoch 2/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 235ms/step - digit_1_accuracy: 0.9239 - digit_1_loss: 0.2647 - digit_2_accuracy: 0.7406 - digit_2_loss: 0.8271 - digit_3_accuracy: 0.7664 - digit_3_loss: 0.7963 - digit_4_accuracy: 0.8956 - digit_4_loss: 0.3366 - loss: 2.2246 - val_digit_1_accuracy: 0.0700 - val_digit_1_loss: 188.3256 - val_digit_2_accuracy: 0.1000 - val_digit_2_loss: 304.5128 - val_digit_3_accuracy: 0.0600 - val_digit_3_loss: 63.1204 - val_digit_4_accuracy: 0.1200 - val_digit_4_loss: 32.9892 - val_loss: 581.2158 - learning_rate: 0.0010\n",
      "Epoch 3/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 234ms/step - digit_1_accuracy: 0.9674 - digit_1_loss: 0.1201 - digit_2_accuracy: 0.8223 - digit_2_loss: 0.5529 - digit_3_accuracy: 0.8327 - digit_3_loss: 0.5574 - digit_4_accuracy: 0.9429 - digit_4_loss: 0.1910 - loss: 1.4215 - val_digit_1_accuracy: 0.0800 - val_digit_1_loss: 58.8803 - val_digit_2_accuracy: 0.1300 - val_digit_2_loss: 349.7723 - val_digit_3_accuracy: 0.0800 - val_digit_3_loss: 220.8483 - val_digit_4_accuracy: 0.4200 - val_digit_4_loss: 14.6204 - val_loss: 654.6947 - learning_rate: 0.0010\n",
      "Epoch 4/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 239ms/step - digit_1_accuracy: 0.9815 - digit_1_loss: 0.0732 - digit_2_accuracy: 0.8743 - digit_2_loss: 0.4073 - digit_3_accuracy: 0.8782 - digit_3_loss: 0.4021 - digit_4_accuracy: 0.9635 - digit_4_loss: 0.1256 - loss: 1.0082 - val_digit_1_accuracy: 0.8400 - val_digit_1_loss: 0.5512 - val_digit_2_accuracy: 0.8200 - val_digit_2_loss: 0.6304 - val_digit_3_accuracy: 0.8200 - val_digit_3_loss: 0.8153 - val_digit_4_accuracy: 0.8900 - val_digit_4_loss: 0.4535 - val_loss: 2.6324 - learning_rate: 0.0010\n",
      "Epoch 5/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 236ms/step - digit_1_accuracy: 0.9842 - digit_1_loss: 0.0526 - digit_2_accuracy: 0.9215 - digit_2_loss: 0.2644 - digit_3_accuracy: 0.9107 - digit_3_loss: 0.2964 - digit_4_accuracy: 0.9731 - digit_4_loss: 0.0948 - loss: 0.7083 - val_digit_1_accuracy: 0.9600 - val_digit_1_loss: 0.2574 - val_digit_2_accuracy: 0.7800 - val_digit_2_loss: 1.1803 - val_digit_3_accuracy: 0.7300 - val_digit_3_loss: 2.3137 - val_digit_4_accuracy: 0.9500 - val_digit_4_loss: 0.2017 - val_loss: 5.0154 - learning_rate: 0.0010\n",
      "Epoch 6/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 235ms/step - digit_1_accuracy: 0.9888 - digit_1_loss: 0.0420 - digit_2_accuracy: 0.9391 - digit_2_loss: 0.2034 - digit_3_accuracy: 0.9290 - digit_3_loss: 0.2366 - digit_4_accuracy: 0.9770 - digit_4_loss: 0.0763 - loss: 0.5583 - val_digit_1_accuracy: 0.1000 - val_digit_1_loss: 118.9538 - val_digit_2_accuracy: 0.1300 - val_digit_2_loss: 199.6555 - val_digit_3_accuracy: 0.1000 - val_digit_3_loss: 397.2067 - val_digit_4_accuracy: 0.2900 - val_digit_4_loss: 39.3705 - val_loss: 741.4590 - learning_rate: 0.0010\n",
      "Epoch 7/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 234ms/step - digit_1_accuracy: 0.9928 - digit_1_loss: 0.0319 - digit_2_accuracy: 0.9524 - digit_2_loss: 0.1535 - digit_3_accuracy: 0.9369 - digit_3_loss: 0.2122 - digit_4_accuracy: 0.9820 - digit_4_loss: 0.0648 - loss: 0.4623 - val_digit_1_accuracy: 0.7900 - val_digit_1_loss: 3.4161 - val_digit_2_accuracy: 0.6800 - val_digit_2_loss: 2.5290 - val_digit_3_accuracy: 0.5100 - val_digit_3_loss: 16.7673 - val_digit_4_accuracy: 0.8200 - val_digit_4_loss: 2.1254 - val_loss: 23.6074 - learning_rate: 0.0010\n",
      "Epoch 8/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 235ms/step - digit_1_accuracy: 0.9888 - digit_1_loss: 0.0352 - digit_2_accuracy: 0.9593 - digit_2_loss: 0.1318 - digit_3_accuracy: 0.9402 - digit_3_loss: 0.1767 - digit_4_accuracy: 0.9813 - digit_4_loss: 0.0609 - loss: 0.4046 - val_digit_1_accuracy: 0.8500 - val_digit_1_loss: 0.9171 - val_digit_2_accuracy: 0.7400 - val_digit_2_loss: 1.9242 - val_digit_3_accuracy: 0.6900 - val_digit_3_loss: 11.8100 - val_digit_4_accuracy: 0.8300 - val_digit_4_loss: 1.9457 - val_loss: 15.1341 - learning_rate: 0.0010\n",
      "Epoch 9/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 234ms/step - digit_1_accuracy: 0.9903 - digit_1_loss: 0.0342 - digit_2_accuracy: 0.9683 - digit_2_loss: 0.1066 - digit_3_accuracy: 0.9614 - digit_3_loss: 0.1322 - digit_4_accuracy: 0.9862 - digit_4_loss: 0.0482 - loss: 0.3211\n",
      "Epoch 9: ReduceLROnPlateau reducing learning rate to 0.00020000000949949026.\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 235ms/step - digit_1_accuracy: 0.9903 - digit_1_loss: 0.0342 - digit_2_accuracy: 0.9683 - digit_2_loss: 0.1066 - digit_3_accuracy: 0.9614 - digit_3_loss: 0.1322 - digit_4_accuracy: 0.9862 - digit_4_loss: 0.0482 - loss: 0.3211 - val_digit_1_accuracy: 0.7600 - val_digit_1_loss: 4.0528 - val_digit_2_accuracy: 0.7300 - val_digit_2_loss: 2.8099 - val_digit_3_accuracy: 0.8000 - val_digit_3_loss: 0.8846 - val_digit_4_accuracy: 0.8800 - val_digit_4_loss: 0.3731 - val_loss: 7.6931 - learning_rate: 0.0010\n",
      "Epoch 10/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 239ms/step - digit_1_accuracy: 0.9931 - digit_1_loss: 0.0278 - digit_2_accuracy: 0.9755 - digit_2_loss: 0.0794 - digit_3_accuracy: 0.9726 - digit_3_loss: 0.0956 - digit_4_accuracy: 0.9885 - digit_4_loss: 0.0341 - loss: 0.2370 - val_digit_1_accuracy: 0.9900 - val_digit_1_loss: 0.0536 - val_digit_2_accuracy: 0.9400 - val_digit_2_loss: 0.1957 - val_digit_3_accuracy: 0.9500 - val_digit_3_loss: 0.1605 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0704 - val_loss: 0.6117 - learning_rate: 2.0000e-04\n",
      "Epoch 11/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 236ms/step - digit_1_accuracy: 0.9969 - digit_1_loss: 0.0142 - digit_2_accuracy: 0.9860 - digit_2_loss: 0.0572 - digit_3_accuracy: 0.9767 - digit_3_loss: 0.0875 - digit_4_accuracy: 0.9925 - digit_4_loss: 0.0239 - loss: 0.1829 - val_digit_1_accuracy: 0.9100 - val_digit_1_loss: 2.7350 - val_digit_2_accuracy: 0.7900 - val_digit_2_loss: 3.6249 - val_digit_3_accuracy: 0.8900 - val_digit_3_loss: 3.4354 - val_digit_4_accuracy: 0.9600 - val_digit_4_loss: 0.1453 - val_loss: 10.9525 - learning_rate: 2.0000e-04\n",
      "Epoch 12/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 236ms/step - digit_1_accuracy: 0.9971 - digit_1_loss: 0.0120 - digit_2_accuracy: 0.9871 - digit_2_loss: 0.0494 - digit_3_accuracy: 0.9822 - digit_3_loss: 0.0691 - digit_4_accuracy: 0.9939 - digit_4_loss: 0.0222 - loss: 0.1527 - val_digit_1_accuracy: 0.9800 - val_digit_1_loss: 0.7663 - val_digit_2_accuracy: 0.9400 - val_digit_2_loss: 0.3942 - val_digit_3_accuracy: 0.9400 - val_digit_3_loss: 0.7224 - val_digit_4_accuracy: 0.9900 - val_digit_4_loss: 0.0553 - val_loss: 2.4785 - learning_rate: 2.0000e-04\n",
      "Epoch 13/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 236ms/step - digit_1_accuracy: 0.9973 - digit_1_loss: 0.0117 - digit_2_accuracy: 0.9878 - digit_2_loss: 0.0464 - digit_3_accuracy: 0.9828 - digit_3_loss: 0.0599 - digit_4_accuracy: 0.9965 - digit_4_loss: 0.0148 - loss: 0.1327 - val_digit_1_accuracy: 0.9900 - val_digit_1_loss: 0.2926 - val_digit_2_accuracy: 0.9500 - val_digit_2_loss: 0.1763 - val_digit_3_accuracy: 0.9500 - val_digit_3_loss: 0.2290 - val_digit_4_accuracy: 0.9700 - val_digit_4_loss: 0.0863 - val_loss: 0.6702 - learning_rate: 2.0000e-04\n",
      "Epoch 14/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 236ms/step - digit_1_accuracy: 0.9983 - digit_1_loss: 0.0083 - digit_2_accuracy: 0.9881 - digit_2_loss: 0.0419 - digit_3_accuracy: 0.9869 - digit_3_loss: 0.0495 - digit_4_accuracy: 0.9955 - digit_4_loss: 0.0182 - loss: 0.1178 - val_digit_1_accuracy: 0.7000 - val_digit_1_loss: 10.5970 - val_digit_2_accuracy: 0.7100 - val_digit_2_loss: 5.0541 - val_digit_3_accuracy: 0.6900 - val_digit_3_loss: 8.8852 - val_digit_4_accuracy: 0.9000 - val_digit_4_loss: 0.9068 - val_loss: 26.7761 - learning_rate: 2.0000e-04\n",
      "Epoch 15/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 236ms/step - digit_1_accuracy: 0.9973 - digit_1_loss: 0.0090 - digit_2_accuracy: 0.9917 - digit_2_loss: 0.0374 - digit_3_accuracy: 0.9853 - digit_3_loss: 0.0583 - digit_4_accuracy: 0.9962 - digit_4_loss: 0.0144 - loss: 0.1192\n",
      "Epoch 15: ReduceLROnPlateau reducing learning rate to 4.0000001899898055e-05.\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 236ms/step - digit_1_accuracy: 0.9973 - digit_1_loss: 0.0090 - digit_2_accuracy: 0.9917 - digit_2_loss: 0.0374 - digit_3_accuracy: 0.9853 - digit_3_loss: 0.0583 - digit_4_accuracy: 0.9962 - digit_4_loss: 0.0144 - loss: 0.1192 - val_digit_1_accuracy: 0.9800 - val_digit_1_loss: 0.4894 - val_digit_2_accuracy: 0.9600 - val_digit_2_loss: 0.1497 - val_digit_3_accuracy: 0.9600 - val_digit_3_loss: 0.3042 - val_digit_4_accuracy: 0.9700 - val_digit_4_loss: 0.0738 - val_loss: 0.9263 - learning_rate: 2.0000e-04\n",
      "Epoch 16/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 240ms/step - digit_1_accuracy: 0.9989 - digit_1_loss: 0.0057 - digit_2_accuracy: 0.9897 - digit_2_loss: 0.0394 - digit_3_accuracy: 0.9854 - digit_3_loss: 0.0518 - digit_4_accuracy: 0.9974 - digit_4_loss: 0.0119 - loss: 0.1089 - val_digit_1_accuracy: 1.0000 - val_digit_1_loss: 0.0076 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1096 - val_digit_3_accuracy: 0.9700 - val_digit_3_loss: 0.0897 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0543 - val_loss: 0.3272 - learning_rate: 4.0000e-05\n",
      "Epoch 17/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 238ms/step - digit_1_accuracy: 0.9991 - digit_1_loss: 0.0055 - digit_2_accuracy: 0.9912 - digit_2_loss: 0.0338 - digit_3_accuracy: 0.9864 - digit_3_loss: 0.0462 - digit_4_accuracy: 0.9965 - digit_4_loss: 0.0108 - loss: 0.0963 - val_digit_1_accuracy: 1.0000 - val_digit_1_loss: 0.0178 - val_digit_2_accuracy: 0.9600 - val_digit_2_loss: 0.1230 - val_digit_3_accuracy: 0.9600 - val_digit_3_loss: 0.1026 - val_digit_4_accuracy: 0.9900 - val_digit_4_loss: 0.0653 - val_loss: 0.3762 - learning_rate: 4.0000e-05\n",
      "Epoch 18/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 237ms/step - digit_1_accuracy: 0.9974 - digit_1_loss: 0.0074 - digit_2_accuracy: 0.9906 - digit_2_loss: 0.0353 - digit_3_accuracy: 0.9895 - digit_3_loss: 0.0429 - digit_4_accuracy: 0.9975 - digit_4_loss: 0.0096 - loss: 0.0951 - val_digit_1_accuracy: 1.0000 - val_digit_1_loss: 0.0027 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1122 - val_digit_3_accuracy: 0.9700 - val_digit_3_loss: 0.0934 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0651 - val_loss: 0.3471 - learning_rate: 4.0000e-05\n",
      "Epoch 19/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 237ms/step - digit_1_accuracy: 0.9981 - digit_1_loss: 0.0072 - digit_2_accuracy: 0.9925 - digit_2_loss: 0.0345 - digit_3_accuracy: 0.9892 - digit_3_loss: 0.0436 - digit_4_accuracy: 0.9991 - digit_4_loss: 0.0079 - loss: 0.0932 - val_digit_1_accuracy: 0.9800 - val_digit_1_loss: 0.1738 - val_digit_2_accuracy: 0.9600 - val_digit_2_loss: 0.2186 - val_digit_3_accuracy: 0.9400 - val_digit_3_loss: 0.4366 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0600 - val_loss: 1.1343 - learning_rate: 4.0000e-05\n",
      "Epoch 20/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 237ms/step - digit_1_accuracy: 0.9981 - digit_1_loss: 0.0077 - digit_2_accuracy: 0.9929 - digit_2_loss: 0.0273 - digit_3_accuracy: 0.9907 - digit_3_loss: 0.0419 - digit_4_accuracy: 0.9965 - digit_4_loss: 0.0124 - loss: 0.0893 - val_digit_1_accuracy: 0.9900 - val_digit_1_loss: 0.0125 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1000 - val_digit_3_accuracy: 0.9700 - val_digit_3_loss: 0.0875 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0592 - val_loss: 0.3279 - learning_rate: 4.0000e-05\n",
      "Epoch 21/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 236ms/step - digit_1_accuracy: 0.9997 - digit_1_loss: 0.0043 - digit_2_accuracy: 0.9937 - digit_2_loss: 0.0263 - digit_3_accuracy: 0.9891 - digit_3_loss: 0.0391 - digit_4_accuracy: 0.9972 - digit_4_loss: 0.0096 - loss: 0.0794\n",
      "Epoch 21: ReduceLROnPlateau reducing learning rate to 8.000000525498762e-06.\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 236ms/step - digit_1_accuracy: 0.9997 - digit_1_loss: 0.0043 - digit_2_accuracy: 0.9937 - digit_2_loss: 0.0264 - digit_3_accuracy: 0.9891 - digit_3_loss: 0.0391 - digit_4_accuracy: 0.9972 - digit_4_loss: 0.0096 - loss: 0.0794 - val_digit_1_accuracy: 0.9900 - val_digit_1_loss: 0.0716 - val_digit_2_accuracy: 0.9600 - val_digit_2_loss: 0.1682 - val_digit_3_accuracy: 0.9500 - val_digit_3_loss: 0.2087 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0621 - val_loss: 0.6341 - learning_rate: 4.0000e-05\n",
      "Epoch 22/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 236ms/step - digit_1_accuracy: 0.9993 - digit_1_loss: 0.0059 - digit_2_accuracy: 0.9945 - digit_2_loss: 0.0259 - digit_3_accuracy: 0.9910 - digit_3_loss: 0.0344 - digit_4_accuracy: 0.9985 - digit_4_loss: 0.0074 - loss: 0.0737 - val_digit_1_accuracy: 0.9900 - val_digit_1_loss: 0.0141 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1194 - val_digit_3_accuracy: 0.9700 - val_digit_3_loss: 0.0902 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0603 - val_loss: 0.3554 - learning_rate: 8.0000e-06\n",
      "Epoch 23/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 236ms/step - digit_1_accuracy: 0.9997 - digit_1_loss: 0.0039 - digit_2_accuracy: 0.9947 - digit_2_loss: 0.0258 - digit_3_accuracy: 0.9900 - digit_3_loss: 0.0393 - digit_4_accuracy: 0.9981 - digit_4_loss: 0.0089 - loss: 0.0780 - val_digit_1_accuracy: 0.9900 - val_digit_1_loss: 0.0087 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1206 - val_digit_3_accuracy: 0.9600 - val_digit_3_loss: 0.1067 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0586 - val_loss: 0.3745 - learning_rate: 8.0000e-06\n",
      "Epoch 24/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 237ms/step - digit_1_accuracy: 0.9993 - digit_1_loss: 0.0043 - digit_2_accuracy: 0.9949 - digit_2_loss: 0.0232 - digit_3_accuracy: 0.9902 - digit_3_loss: 0.0373 - digit_4_accuracy: 0.9984 - digit_4_loss: 0.0076 - loss: 0.0724 - val_digit_1_accuracy: 1.0000 - val_digit_1_loss: 0.0497 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1208 - val_digit_3_accuracy: 0.9600 - val_digit_3_loss: 0.1553 - val_digit_4_accuracy: 0.9900 - val_digit_4_loss: 0.0572 - val_loss: 0.4393 - learning_rate: 8.0000e-06\n",
      "Epoch 25/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 237ms/step - digit_1_accuracy: 0.9990 - digit_1_loss: 0.0042 - digit_2_accuracy: 0.9935 - digit_2_loss: 0.0259 - digit_3_accuracy: 0.9904 - digit_3_loss: 0.0445 - digit_4_accuracy: 0.9982 - digit_4_loss: 0.0091 - loss: 0.0837 - val_digit_1_accuracy: 1.0000 - val_digit_1_loss: 0.0113 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1114 - val_digit_3_accuracy: 0.9700 - val_digit_3_loss: 0.0904 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0598 - val_loss: 0.3440 - learning_rate: 8.0000e-06\n",
      "Epoch 26/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 236ms/step - digit_1_accuracy: 0.9993 - digit_1_loss: 0.0038 - digit_2_accuracy: 0.9927 - digit_2_loss: 0.0279 - digit_3_accuracy: 0.9920 - digit_3_loss: 0.0372 - digit_4_accuracy: 0.9983 - digit_4_loss: 0.0089 - loss: 0.0778\n",
      "Epoch 26: ReduceLROnPlateau reducing learning rate to 1.6000001778593287e-06.\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 237ms/step - digit_1_accuracy: 0.9993 - digit_1_loss: 0.0038 - digit_2_accuracy: 0.9927 - digit_2_loss: 0.0279 - digit_3_accuracy: 0.9920 - digit_3_loss: 0.0372 - digit_4_accuracy: 0.9983 - digit_4_loss: 0.0089 - loss: 0.0778 - val_digit_1_accuracy: 1.0000 - val_digit_1_loss: 0.0100 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1085 - val_digit_3_accuracy: 0.9700 - val_digit_3_loss: 0.0921 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0588 - val_loss: 0.3390 - learning_rate: 8.0000e-06\n",
      "Epoch 27/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 237ms/step - digit_1_accuracy: 0.9995 - digit_1_loss: 0.0036 - digit_2_accuracy: 0.9956 - digit_2_loss: 0.0253 - digit_3_accuracy: 0.9897 - digit_3_loss: 0.0372 - digit_4_accuracy: 0.9973 - digit_4_loss: 0.0098 - loss: 0.0760 - val_digit_1_accuracy: 1.0000 - val_digit_1_loss: 0.0086 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1119 - val_digit_3_accuracy: 0.9700 - val_digit_3_loss: 0.0923 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0589 - val_loss: 0.3451 - learning_rate: 1.6000e-06\n",
      "Epoch 28/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 237ms/step - digit_1_accuracy: 0.9984 - digit_1_loss: 0.0056 - digit_2_accuracy: 0.9921 - digit_2_loss: 0.0282 - digit_3_accuracy: 0.9886 - digit_3_loss: 0.0405 - digit_4_accuracy: 0.9977 - digit_4_loss: 0.0079 - loss: 0.0822 - val_digit_1_accuracy: 0.9900 - val_digit_1_loss: 0.0603 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1142 - val_digit_3_accuracy: 0.9700 - val_digit_3_loss: 0.0960 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0592 - val_loss: 0.3578 - learning_rate: 1.6000e-06\n",
      "Epoch 29/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 239ms/step - digit_1_accuracy: 0.9992 - digit_1_loss: 0.0051 - digit_2_accuracy: 0.9928 - digit_2_loss: 0.0265 - digit_3_accuracy: 0.9903 - digit_3_loss: 0.0377 - digit_4_accuracy: 0.9970 - digit_4_loss: 0.0095 - loss: 0.0788 - val_digit_1_accuracy: 1.0000 - val_digit_1_loss: 0.0314 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1126 - val_digit_3_accuracy: 0.9700 - val_digit_3_loss: 0.0950 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0588 - val_loss: 0.3522 - learning_rate: 1.6000e-06\n",
      "Epoch 30/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 238ms/step - digit_1_accuracy: 0.9993 - digit_1_loss: 0.0050 - digit_2_accuracy: 0.9923 - digit_2_loss: 0.0288 - digit_3_accuracy: 0.9888 - digit_3_loss: 0.0445 - digit_4_accuracy: 0.9991 - digit_4_loss: 0.0075 - loss: 0.0858 - val_digit_1_accuracy: 0.9800 - val_digit_1_loss: 0.1111 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1143 - val_digit_3_accuracy: 0.9700 - val_digit_3_loss: 0.0958 - val_digit_4_accuracy: 0.9800 - val_digit_4_loss: 0.0585 - val_loss: 0.3705 - learning_rate: 1.6000e-06\n",
      "Epoch 31/50\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 238ms/step - digit_1_accuracy: 0.9994 - digit_1_loss: 0.0045 - digit_2_accuracy: 0.9956 - digit_2_loss: 0.0242 - digit_3_accuracy: 0.9882 - digit_3_loss: 0.0400 - digit_4_accuracy: 0.9987 - digit_4_loss: 0.0080 - loss: 0.0767\n",
      "Epoch 31: ReduceLROnPlateau reducing learning rate to 1e-06.\n",
      "\u001b[1m310/310\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 238ms/step - digit_1_accuracy: 0.9994 - digit_1_loss: 0.0045 - digit_2_accuracy: 0.9956 - digit_2_loss: 0.0242 - digit_3_accuracy: 0.9882 - digit_3_loss: 0.0400 - digit_4_accuracy: 0.9987 - digit_4_loss: 0.0080 - loss: 0.0767 - val_digit_1_accuracy: 1.0000 - val_digit_1_loss: 0.0055 - val_digit_2_accuracy: 0.9700 - val_digit_2_loss: 0.1135 - val_digit_3_accuracy: 0.9700 - val_digit_3_loss: 0.0947 - val_digit_4_accuracy: 0.9900 - val_digit_4_loss: 0.0591 - val_loss: 0.3471 - learning_rate: 1.6000e-06\n",
      "=== 评估模型 ===\n",
      "WARNING:tensorflow:5 out of the last 12 calls to <function TensorFlowTrainer.make_predict_function.<locals>.one_step_on_data_distributed at 0x000001ECC98AC0E0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n",
      "\n",
      "示例预测结果:\n",
      "真实: 0000 预测: 0000\n",
      "真实: 0197 预测: 0197\n",
      "真实: 0492 预测: 0492\n",
      "真实: 0536 预测: 0536\n",
      "真实: 0591 预测: 0591\n",
      "真实: 0753 预测: 0753\n",
      "真实: 0805 预测: 0805\n",
      "真实: 0809 预测: 0809\n",
      "真实: 0890 预测: 0890\n",
      "真实: 1068 预测: 1068\n",
      "\n",
      "最终测试准确率: 0.9600\n"
     ]
    },
    {
     "data": {
      "image/png": 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++WbNmzfPbY19fj7v/EXQF5s1a5aeeeYZfffddypbtqzbc2XLllXPnj3Vq1cvSbnNw9GjR9W8eXP9/PPPWr9+vW666SbFxMRo8ODBstvtKlOmjCpUqOCaJIwePVqS8tzHISkpKU8t//3vfzVixAi3BuX48eO6++67VbRoUc2fP991J+k333xT69atU2hoqLZt26bGjRu7bU2aNNEdd9yhgwcPuv4NriYnJ+eS36oEAPANTAwA+J2UlJQr3gvgch599FHFxMQoMjIyz1+7r8ThcFy2McjJydHUqVPVtm3bPBciR0ZGui1pioiI0J49e/Is9Zk0aZImTZp0yeN/9dVXmjhxosqUKeO2//yE4e/q1KmjjIwMvfTSS659ZcqU0bRp01S1alW3zFarVWXLltWECRM0YcKEyyS/4Pjx41d9TXp6ujIyMq76OgCAMbjBGQB40Llz55STk8M37wAAfB6NAQAAAACuMQAAAABAYwAAAABANAYAAAAARGMAAAAAQH72daWht79odAmGSFr2ptElAABwzc5lm/N7UAKtFqNLMESID//2GXrrs4Z8bvqGDwz53IsxMQAAAADgXxMDAAAA4JpZzP03c3OnBwAAACCJxgAAAACAWEoEAAAA5LKY84Lw85gYAAAAAGBiAAAAAEji4mOjCwAAAABgPCYGAAAAgMQ1BkYXAAAAAMB4NAYAAAAAWEoEAAAASOLiY6MLAAAAAGA8JgYAAACAxMXHRhcAAAAAwHg0BgAAAABYSgQAAABI4uJjowsAAAAAYDwmBgAAAIDExcdGFwAAAADAeEwMAAAAAIlrDIwuAAAAAIDxaAwAAAAAsJQIAAAAkMTFx0YXcCOb/84j6nPPrZKkr8b0Ufovb7q279971ODqAADAlSQlJeneDm105PAho0sBfAKNwTXqcVe07oqt7Xrc6OaKatRnvMq1f13l2r+uB57/3MDqPO+PP3arV/duuuO2GI0bO0ZOp9PokryC3OQ2A3KT2wySkpL0r2f768iRw0aX4lVmPd/5ZgkwZvMRvlPJDSSieKjin71bu/48IUmqUCpMkkXb9x1XcmqGklMzdDYjy9giPSgzM1MDn+mvOvXqadaXs7U3IUHz580xuiyPIze5ye2/yG2u3JL0wrDB6nBPR6PL8Cozn2/kD43BNRg94G59s3y7ftt2UJLUuG4lWa0W7Zk7TImLR2r6qw8qvHiIwVV6zsoVy5V6JlXPDYtT5SpVNGDQYM2d/bXRZXkcuclNbv9FbnPllqQRI19Xz94PG12GV5n5fCN/fKIxSE5O1tGjR3Xy5EmfH2m1aFhNrRvV0IsfLnTtq31TKW3Z85e6Dp2ulk9+rKrlI/Ra//YGVulZu3ftVFR0tEJDQyVJtSMjtTchweCqPI/c5Ca3/yK3uXJLUsVKlYwuwevMfL7zzWIxZvMRhjUGn332mZo3b66SJUuqdu3aatq0qWrWrKlixYqpS5cu2rlz5xXf73A4lJKS4rY5c855tGZbcKA+GHqfBo79RqlnM137x85Yrk7/mqote/7Str3HFDdxobq2qufRWoyUmpqqihUv/AfVYrHIag1QSnKygVV5HrlzkZvc/ojcucyS26w437gaQxqD4cOH6+uvv9bEiRN18uRJHTt2TAcOHFBSUpK2bt2qMmXKqFWrVkpKSrrsMeLj42W32922c4d+9WjdcX1ba/3OQ1q4atcVX3ciKVWlwosqOMjq0XqMYrVaFRQc7LYv2GZTekaGQRV5B7kvILf/IvcF5Ia/4XznAxcfe9/kyZM1YcIERUVF5XmuWrVq+vTTT5Wdna3Vq1df9hhxcXFKTk522wIrNfNk2XqwXZQ63VFHRxeO0NGFI/RguyiNH9JZC99/XM2ibnK9rmn9Kvrr5BllZmV7tB6j2O12JSWdctt3Ni1NQUFBBlXkHeS+gNz+i9wXkBv+hvONqzGkMahRo4bGjh2rjMt0qJ999pnS09PVqFGjyx7DZrMpLCzMbbMEePZ+bW2f/lSNHpqgpn0/UNO+H+j7lTv1+uQl+nldgt4aeI+aRd2ke5vX0Wv979Knc3/zaC1Gqle/gTZv3Oh6fOjQQWVmZsputxtXlBeQOxe5ye2PyJ3LLLnNivOdD0wMvO8///mPFixYoEqVKqlTp04aMGCAnnvuOT3yyCOqVauWhg8frlmzZqlMmTJGlHdZh0+k6MBfp11banqmEpPT9M7ny7Vlz1+a/84jGv9cF02au0Zjpi81ulyPadQ4RqlpqZo3d7YkacqkT9Q0tpmsVv9cOnUeuclNbv9FbnPlNivON67G4jToa4AyMzP1f//3f9q8ebNSUlIUGBioEiVKKCYmRi1atLimH9LQ21/0QKW+L2nZm17/zKU/LdHwYUMUYrPJEhCgKVNnqEbNml6vw9vITW5y+y9yG5f7XLZvfyOhpwRavf9tNL5wvkM8u8DjuoS2fM2Qz01f9rIhn3sxwxoDT6Ax8K7EEye0ffs2RUVHKzw8wpAajEBucpsBucntTTQG3mX0+fbpxqD164Z8bvrPLxnyuRejMfADRjUGAAAUBhoDc6ExyMtXGgMfPjUAAACAF/nQhcBGMHd6AAAAAJJoDAAAAACIpUQAAABALos5r/s4j4kBAAAAACYGAAAAgCQuPja6AAAAAADGY2IAAAAASFxjYHQBAAAAAIxHYwAAAACApUQAAACAJC4+NroAAAAAAMZjYgAAAABIXHxsdAEAAAAAjEdjAAAAAIClRAAAAIAkLj42ugAAAAAAxmNiAAAAAEhcfGx0AQAAAACMx8QAAAAAkLjGwOgCAAAAABiPxgAAAAAAS4kAAAAASaa/+NivGoOkZW8aXYIhbhnxg9ElGGLjG+2NLgEAUAgCreb+ZQzwFX7VGAAAAADXjIuPAQAAAJgdjQEAAAAAlhIBAAAAklhKZHQBAAAAAIzHxAAAAACQTP91pUwMAAAAADAxAAAAACRxjYHRBQAAAAAwHo0BAAAAAJYSAQAAAJK4+NjoAgAAAAAYj4kBAAAAIHHxsdEFAAAAADAejQEAAAAAlhIBAAAAkrj42OgCAAAAABiPiQEAAAAgycLEAAAAAIDZ0RgAAAAAYCkRAAAAILGUiIkBAAAAACYGAAAAgCTJ3AMDJgYAAAAAmBiggIqHBKpa6aLan5imlPRzRpcDAABQaLjGANfljz92q1f3brrjthiNGztGTqfT6JI8pn2DsloyvIXe6FZPS+Naqn2Dsnle8+mjjdS1UQUDqvMOM53vvyM3uc2A3OQ2A7PmRv7QGFyHzMxMDXymv+rUq6dZX87W3oQEzZ83x+iyPKKYLVAju9RVn09+U+f3ftXr83do2D2Rbq/pdEt5NY8sZVCFnmem8/135CY3uf0Xuclthtz+rEOHDpo2bZokadmyZapTp45KlSqlcePGXdPxaAyuw8oVy5V6JlXPDYtT5SpVNGDQYM2d/bXRZXlEsZBAjfpup3b/lSpJ2nY4ReFFglzP20ODNLxjpPYeTzWqRI8z0/n+O3KTm9z+i9zkNkPugrBYLIZs1+KLL77QDz/8IEk6ceKEOnfurJ49e2rVqlX64osv9PPPPxf4mFxjcB1279qpqOhohYaGSpJqR0Zqb0KCwVV5xl/JGfpu41FJUmCARX3vqKoftx1zPT+8Y6QWbzumkCCrUSV6nJnO99+Rm9zk9l/kJrcZct8IHA6HHA6H2z6bzSabzXbJ1586dUpDhgxRZGTu6o0vvvhCFSpU0EsvvSSLxaKXX35ZU6ZMUevWrQtUxw07MXA4HEpJSXHbLv4H9bTU1FRVrFjJ9dhischqDVBKcrJX6/CmyPLFtfLFVrqjdim9+c1OSVLT6iUUW7OExv7fboOr8ywznm+J3OeRm9z+iNy5yO3fuQvCqIlBfHy87Ha72xYfH3/ZOocMGaKuXbsqNjZWkrRp0ya1bt3aNX1o0qSJ1q9fX+D8N2xjcKl/wLfHXP4f0BOsVquCgoPd9gXbbErPyPBqHd606+gZPf6f9frzZJre6FZPwYEBerVrXb06d7vSMrONLs+jzHi+JXL/Hbn9F7kvILf/MmvuG0FcXJySk5Pdtri4uEu+9ueff9aSJUv01ltvufalpKSoWrVqrsdhYWE6cuRIgeswZCnRgQMH8vW6KlWqXPa5uLg4DR482G2f03rpcYun2O127dnzh9u+s2lpCgoKusw7/MO2wyl6/n9b9ePQ5hreMVNbDiVr2a5Eo8vyOLOeb3JfQG7/Re4LyO2/zJr7RnClZUN/l5GRoaeeekofffSRihcv7tofGBjo9v6QkBCdPXu2wHUY0hi0atVKf/75pyRd9muyLBaLsrMv/xfoS/0DZnj5a/Xr1W+gOV9/5Xp86NBBZWZmym63e7cQL4ipFqFWN5fW2wtylwtlZefIKallZClFFA3WbyPvlCSFBFnVoUE5Nahk12vzdxhYceEz0/n+O3LnIje5/RG5c5Hbv3MXhK/fx+D1119XTEyMOnbs6La/RIkSOnHihOvxmTNnFHzRdCg/DFlK9Ntvv6lJkyYaP368cnJyLrldqSnwFY0axyg1LVXz5s6WJE2Z9ImaxjaT1ep/F+DuT0xT96aV1L1JJZWzh2hw+1r65Y9E9f74N3V+7xd1nfCruk74VT/vOK73f9yjCT/uMbrkQmem8/135CY3uf0Xuclthtz+ZObMmZo/f77Cw8MVHh6umTNn6umnn9Znn32mVatWuV63YcMGVaxYscDHtzgNurNFYmKievbsqcmTJ+umm24qlGN6e2IgSUt/WqLhw4YoxGaTJSBAU6bOUI2aNb1awy0jfvDK5zSrWVJx996s8vYQrdydqFfnb1dSWpbba+IfqK/f9p7S3PUFX9dWUBvfaO/xz7iYL5xvI5Cb3OT2X+Qmt7dzh/jwd2Lae80w5HOTZz6Ur9cdOnRI585d+IX3ueeeU2xsrPr27avKlSvr22+/VcuWLdW5c2fVrFlT77//foHqMKwx8AQjGgNJSjxxQtu3b1NUdLTCwyO8/vneagx8jRGNgWT8+TYKucltBuQmtxkYnZvGIK/8NgYX69u3r1q1aqW+ffvq448/1sCBA1WsWDGFh4dr1apVKlu2bIGOR2PgB2gMAADAjcKXG4Pw3p8b8rmnv+hTKMfZt2+fdu7cqebNm6tYsWIFfr8PnxoAAAAA+VWtWjW3ry0tqBv2PgYAAAAACg8TAwAAAEC+/3WlnsbEAAAAAAATAwAAAEBiYsDEAAAAAACNAQAAAACWEgEAAACSWErExAAAAAAAEwMAAABAkmTugQETAwAAAABMDAAAAABJXGPAxAAAAAAAjQEAAAAAlhIBAAAAklhKxMQAAAAAABMDAAAAQGJiwMQAAAAAAI0BAAAAAJYSAQAAALnMvZKIiQEAAAAAJgYAAACAJC4+ZmIAAAAAgIkBAAAAIDExoDHwAxvfaG90CYaI6D7F6BIMkfS/x40uAfC4c9lOo0swRKDV3L+UADAWS4kAAAAAMDEAAAAAJJYSMTEAAAAAwMQAAAAAkJgYMDEAAAAAQGMAAAAAgKVEAAAAQC5zryRiYgAAAACAiQEAAAAgiYuPmRgAAAAAYGIAAAAASEwMmBgAAAAAoDEAAAAAwFIiAAAAQBJLiZgYAAAAAGBiAAAAAEjiBmdGFwAAAADAeDQGAAAAAFhKBAAAAEhcfMzEAAAAAAATAwAAAEBiYsDEAAAAAAATAwAAAEBiYsDEAAAAAACNAZBf819qrz6ta7keVy9XXIc/62NgRQAKW1JSku7t0EZHDh8yuhQA8Doag+v0xx+71at7N91xW4zGjR0jp9NpdEleYbbcPVrU0F23VnI9rlq2uOaNaK8SxW0GVuU9Zjvf55HbXLmTkpL0r2f768iRw0aX4lVmPd/kNlfu/LJYLIZsvoLG4DpkZmZq4DP9VadePc36crb2JiRo/rw5RpflcWbLHVEsWPGPNNGuQ6dd+2bHtdN/ftxpXFFeZLbzfR65zZVbkl4YNlgd7ulodBleZdbzTW5z5Ub+0Rhch5Urliv1TKqeGxanylWqaMCgwZo7+2ujy/I4s+Ue3bepvlnzp37bfdy17x+jFmnOr/uNK8qLzHa+zyO3uXJL0oiRr6tn74eNLsOrzHq+yW2u3AViMWjzET7bGBw4cMDoEq5q966dioqOVmhoqCSpdmSk9iYkGFyV55kpd4v65dW6QQW9OH2t2/4/j6caVJH3mel8/x25zZVbkipWqnT1F/kZs55vcpsrN/LPkMZg165dat68uYoVK6Zbb71VkyZNUnZ2tuv5tLQ0VatW7YrHcDgcSklJcdscDoenS3eTmpqqihUv/A+JxWKR1RqglORkr9bhbWbJbQuy6oP+t2vgpF+VmpFldDmGMcv5vhi5c5klt1mZ9XyTO5dZciP/DGkMevbsqQoVKui7777TU089pbFjxyomJka7du1yveZqF8PEx8fLbre7bW+Pifd06W6sVquCgoPd9gXbbErPyPBqHd5mltxxD9yi9XtOaOH6g0aXYiiznO+LkfsCM+Q2K7Oeb3JfYIbcBcHFxwbYsmWLPvjgA7Vq1Ur9+/fXtm3b1L59ezVt2lQzZ86UdPUbTMTFxSk5OdltGzo8zhvlu9jtdiUlnXLbdzYtTUFBQV6tw9vMkvvB5jXUKeYmHZ3RR0dn9NGDzWto/JPN9N6TzYwuzavMcr4vRu4LzJDbrMx6vsl9gRlyI/8MufNxlSpVtHz5cnXr1k2SFBQUpPj4eLVr1069evXS8uXLr3oMm80mm839qyIzznmk3MuqV7+B5nz9levxoUMHlZmZKbvd7t1CvMwsuduO+E7WgAu98+i+TfTb7uOa8dMfBlblfWY53xcjdy6z5DYrs55vcucyS+6C8KW/3hvBkInBuHHj9OSTT2ry5Mlu+++8806tWrVKK1asMKKsAmvUOEapaamaN3e2JGnKpE/UNLaZrFarwZV5lllyHz55VgdOpLq21PQsJaY4dPKMd69lMZpZzvfFyG2u3GZl1vNNbnPlRv5ZnAbd2WLv3r3asWOHOnbM+53RGRkZWrRokTp37lygY3p7YiBJS39aouHDhijEZpMlIEBTps5QjZo1vV+Il/lC7ojuU7z6eb4i6X+Pe/0zfeF8G4HcxuU+l23Omy4FWr3/10pfON9GILdxuUMMWa+SPzWGLDDkcxPeuduQz72YYY2BJxjRGEhS4okT2r59m6KioxUeHmFMEQYwOjeNgXcZfb6NQm5jctMYeJfR59so5DYmty83BjWfM6Yx2DOWxqDQGdUYwBg0BoD/ojEA/BeNQV6+0hj48KkBAAAAvIeLjwEAAACYHhMDAAAAQJLJBwZMDAAAAADQGAAAAAAQS4kAAAAASVx8zMQAAAAAABMDAAAAQOLiYyYGAAAAAGgMAAAAALCUCAAAAJAkBQSYey0REwMAAAAATAwAAAAAiYuPmRgAAAAAYGIAAAAASNzgjIkBAAAAABoDAAAAACwlAgAAACRx8TETAwAAAABMDAAAAACJi4+ZGAAAAACgMQAAAADAUiIAAABAEkuJmBgAAAAAYGKAG1fS/x43ugRDRMQ8a3QJhkha+4HRJcCLAq3m/qsdAGOYfGDAxAAAAAAAEwMAAABAEtcYMDEAAAAAQGMAAAAAgKVEAAAAgCQuPmZiAAAAAICJAQAAACBx8TETAwAAAAA0BgAAAABYSgQAAABI4uJjJgYAAAAAmBgAAAAAEhcfMzEAAAAAwMQAAAAAkLjGgIkBAAAAABoDAAAAACwlAgAAACRx8TETAwAAAABMDAAAAACJi4+ZGAAAAACgMQAAAADAUiIAAABAEhcfMzEAAAAAwMQAAAAAkLj4mMYAwBXN/+BpffXDet1UoaRG9L8nz/N39RuvFev/MKAyAABQmFhKdJ3++GO3enXvpjtui9G4sWPkdDqNLskryG2O3D3ubqy7bq8rSRo7dZHKNR/q2po8GK/jp85o066DBlfpOWY73+eRm9xmQG5z5c4vi8ViyOYraAyuQ2ZmpgY+01916tXTrC9na29CgubPm2N0WR5HbnPkjggrovjB/9CufX9JkhyZ55Scmu7anureQh988bNSUjMMrtQzzHa+zyM3ucntv8yaG/lHY3AdVq5YrtQzqXpuWJwqV6miAYMGa+7sr40uy+PIbY7cowf/Q9/8vEm/bdmf57nype3qfGeUPpy11Ot1eYvZzvd55CY3uf2XWXMj/3yqMUhJSVFqamq+XutwOJSSkuK2ORwOD1fobveunYqKjlZoaKgkqXZkpPYmJHi1BiOQ2/9zt2hcS62b1NaL78275PP97r9DXy1cr7T0TO8W5kVmOt9/R25yk9t/mTV3QVgsxmy+wpDGYPbs2apWrZrsdrseffRRpaSk6IEHHlBERIQiIiLUqVMnnTx58orHiI+Pl91ud9veHhPvpQS5UlNTVbFiJddji8UiqzVAKcnJXq3D28idy19z24ID9cGInho46kulns3bbAcEWPRo12b69OuVBlTnPWY53xcjdy5yk9sfmTU38s/rjcHp06fVt29fvfLKK1q5cqUsFovq1KmjEydOKCEhQfv371epUqX0zDPPXPE4cXFxSk5OdtuGDo/zUopcVqtVQcHBbvuCbTalZ/jnmuvzyH2BP+aOe+Jurd/2pxau3HbJ51vG1Nap5DTt3PuXlyvzLrOc74uR+wJy+y9yX2CG3AVh9ouPvf51pbt371b16tX1yCOPSJI++eQTlS9fXu+++66qVq0qSXrjjTdUv379Kx7HZrPJZrO57cs455GSL8tut2vPHvevaTyblqagoCDvFuJl5L7AH3M/eHcjlYoorqPL35IkFQkJVrd2DdW4/k36V/z/1K1dQ83/aZPBVXqeWc73xch9Abn9F7kvMENu5J/XJwaRkZE6cOCAtm3L/WtkUFCQfvrpJ916662u1yxcuFCVKlW63CF8Rr36DbR540bX40OHDiozM1N2u924oryA3Ln8NXfbx95To/vfVNMHR6vpg6P1/bItev2j7/X6R99Lku5qVkfL1/n/fQvMcr4vRu5c5Ca3PzJrbn91+vRprVmzRklJSYV2TK83Bna7XZMmTVLr1q01a9YsSVJUVJTr+WHDhum5557T+PHjvV1agTVqHKPUtFTNmztbkjRl0idqGttMVqvV4Mo8i9z+nfvw8dM6cPSUa0s961Di6VSdPJ2mapVKqXxpu9Zt3W90mR5nlvN9MXKTm9z+y6y5C+JGWUr01VdfqWrVqurXr58qVaqkr776SpK0detWxcTEKCIiQkOHDi3wfSosToPubHH+m4QungwsX75ctWvXVrly5Qp8TG8vJZKkpT8t0fBhQxRis8kSEKApU2eoRs2a3i/Ey8htXO6ImGe9+nm+ImntB17/TF8430YgN7nJ7b98IXeI1xey51+Lcb8Y8rnLB9+e79cmJyerZs2aWrJkiaKiojRt2jS98sor2rVrl26++Wa1b99eQ4cO1cCBA3X//ffr0UcfzfexDWsMPMGIxkCSEk+c0Pbt2xQVHa3w8AhjijAAuY3JTWPgXUafb6OQm9xmQG5jcvtyY9DyXWMag2X/zn9jcPDgQS1fvly9e/eWJG3evFm33367ZsyYoccee0yHDh1SkSJFtGnTJj3zzDNauTL/3yJIYwDcYGgMAAA3MhqDvBY93TjP/bgu9UU7F8vKytKTTz6p7Oxs1ahRQ2vWrNH//d//SZKcTqdKliypU6dO5bsOn7rBGQAAAGAUo64xuNT9ueLjr3x/rk2bNqlcuXJauHChJkyYoJSUFFWrVs0ti9VqLdDFyTQGAAAAgIEudX+uuLgr358rKipKixYtUq1atdSvXz8FBgbmmTCEhITo7Nmz+a6DxgAAAAAwkM1mU1hYmNt2tWVEFotFjRo10meffaY5c+aoRIkSOnHihNtrzpw5o+CLbmp3JTQGAAAAgCSLxZitIJYtW6ahQ4e6HgcHB8tisahOnTpatWqVa/++ffvkcDhUokSJfB+bxgAAAAC4QdSuXVuTJk3SpEmTdPDgQb3wwgu66667dM899yglJUVTp06VJI0aNUpt27Yt0H0qaAwAAAAA3Rg3OCtfvry+/vprjR8/XvXq1dPZs2c1ffp0BQYGavLkyXr22WdVqlQpzZ8/X2PGjCnQsX34C6MAAAAAXKxdu3batm1bnv2dO3dWQkKC1q9fr9jYWJUsWbJAx6UxAAAAAPxEuXLl1LFjx2t6L40BAAAAoIJfCOxvuMYAAAAAABMDAAAAQJICTD4yYGIAAAAAgMYAAAAAAEuJAAAAAElcfMzEAAAAAAATAwAAAEBSge9C7G+YGAAAAABgYgAAAABIUoC5BwZMDAAAAADQGAAAAAAQS4kAAAAASVx8zMQAAAAAABMDAAAAQOIGZzQGwA0mae0HRpdgiDtG/2x0CYZY+Xxro0sAAJgES4kAAAAAMDEAAAAAJMkic68lYmIAAAAAgIkBAAAAIHHnYyYGAAAAAJgYAAAAABI3OGNiAAAAAIDGAAAAAABLiQAAAABJ3PmYiQEAAAAAJgYAAACAJAWYfGTAxAAAAAAAjQEAAAAAlhIBAAAAkrj4mIkBAAAAACYGAAAAgMSdj5kYAAAAAGBiAAAAAEhcY8DEAAAAAACNAQAAAACWEgEAAACSuPMxEwMAAAAATAwAAAAASTL3vICJAQAAAADRGACAm2K2QNWrEKbiIQxUAQDmQmNwnf74Y7d6de+mO26L0bixY+R0Oo0uySvITW5/1KZOaX07IFYvdYrU/w1spjZ1SkuSWtYupXnPxGr1Cy31Rb/GqlqyiMGVepZZzvfFyE1uMzBr7vyyWCyGbL6CxuA6ZGZmauAz/VWnXj3N+nK29iYkaP68OUaX5XHkJrc/5i5qs+r5DrX1xPQN6jFprcYs3K1BbWqoYkSIXr73Zn3wU4LuGf+rDpxK10udbja6XI8xy/m+GLnJTW6AxuC6rFyxXKlnUvXcsDhVrlJFAwYN1tzZXxtdlseRm9z+mLuYLVDv/LhHe46nSZJ2/nVG9tAgVStZVB/8lKDFO07oVFqWvl5/WJHlihlcreeY5XxfjNzkJjckKcBizOYrfKoxePbZZ3Xq1Cmjy8i33bt2Kio6WqGhoZKk2pGR2puQYHBVnkducvtj7mMpDi3cekySZA2wqFfTylq6K1Er95zU3A1HXa+rWrKIDpxKN6pMjzPL+b4YuclNbsCAryudPn36ZZ+bNm2aqlevrlKlSunhhx++4nEcDoccDofbPqfVJpvNVih15kdqaqoqVqzkemyxWGS1BiglOVlhdrvX6vA2cucit3/mrlWmqD7qc6vOZefo/o9/c3suMMCi3rGV9cXqgwZV53lmO9/nkTsXucltdr603t8IXp8YzJo1S3379tXo0aO1dOlS/fzzz64tKytLq1at0tKlS696nPj4eNntdrft7THxng/wN1arVUHBwW77gm02pWdkeLUObyP3BeT2P38cT9OzMzfqQFK6XuoU6fbcUy2rKT0zW/M2Hr3Mu298Zjvf55H7AnL7L7PmRv55vTFYsGCBZsyYoaSkJIWGhuqDDz7Q1KlTNXXqVBUpUkTvvPOO/vOf/1z1OHFxcUpOTnbbhg6P80KCC+x2u5KS3Jc+nU1LU1BQkFfr8DZyX0Bu/7Tzr1S98s0Otb65tIrZcgerjauG64HGFTVi3nZl5/jvt3iY8XxL5P47cvsvs+ZG/hlyjUHv3r21fft2paenq169elq4cGGBj2Gz2RQWFua2eXMZkSTVq99AmzdudD0+dOigMjMzZffzcRy5c5Hbv3I3rBKugW1quB5nZefI6ZScTqcqhIfozfvq6a2Fu7Uv8ayBVXqeWc73xcidi9zkNjuLxZjNVxh28XFERIT+85//aOrUqRo0aJAeeughZWdnG1XONWnUOEapaamaN3e2JGnKpE/UNLaZrFarwZV5FrnJ7Y+5/zx1Vv+4tYK63lpeZcNseqZ1da3ee0rncpx698EoLdudqJ93Jio0yKrQIP/K/ndmOd8XIze5yQ1IFqcP3NnC4XDotdde06xZs7Ry5UpVqFDhmo6Tca6QC8uHpT8t0fBhQxRis8kSEKApU2eoRs2a3i/Ey8hNbm/nvmP0zx7/jKbVIjT4rloqG2bT6oRTGr1wt6Ir2fVO9wZ5Xnvv+6t0NNnz63JXPt/a459xMV8430YgN7nJ7R2+fGP5h2duNuRzp/eKMuRzL+YTjUFhMaIxkKTEEye0ffs2RUVHKzw8wpgiDEBucnuTNxoDX2REYyAZf76NQm5ym4HRuWkM8rrhGoP09HRFRkbqwIEDkqScnBw1btxYv//+u0cLLAijGgMAnkdjAAD+gcYgL19pDPJ9jUFISIgsFouWL1+u48ePKyAgQHv27PFkbQAAAIDXmP3Ox/nu2SwWixITE/XII4+oc+fOWrt2rTIyMtSiRQu314WEhOipp55St27dCr1YAAAAAJ6Rr8YgJydHW7duVdGiRbVu3TodP35c7du3V48ePTRy5Ei31y5btkzDhw+nMQAAAMANxex3Ps5XY7B27Vq1aNFCRYsWVXJysurUqaM6deooMDBQbdq0cXttmTJltGTJEmVlZXHDDAAAAOAGka9rDJo2barNmzfr/vvvv+QFx4cPH1afPn2UkJCgBg0a6JdffqEpAAAAwA3FYtDmK/J98XFkZKRWrFih//73vypfvrxrv8Ph0K233qqsrCwFBvrwZeYAAAAALqtAv8mfPXtWJ06cUEZGhuuxzWbTypUrVbt2bY8UCAAAAMDz8j0xkKSkpCSNHj1ac+bM0dGjR/Xaa69JEk0BAAAAbngBFoshm6/I18QgJSVFb775psLDw7V582b961//UlRUlJ544glXc3Bedna2MjIyNGbMGI8UDAAAAKDw5asxOHLkiJYsWaLjx49r5cqVGj9+vO69917169dPqampeuKJJ1yvzcnJUWZmpscKBgAAADzBh/54b4h8NQY333yz1q1bp/Hjx6tTp05asGCB2rZtq7Vr1+qee+7R4cOHNW3aNAUEFGhlEgAAAAAfUaDf5AcNGqTPPvtMkZGRkqTSpUtr4cKFKlmypOlvCAEAAADcyAr8/aL33Xef2+OSJUvq3XffLax6AAAAAEOY/Q/dBZoYzJo1S9OmTdPGjRvd9lepUkXJycmFWRcAAAAALypQY/DCCy9o0aJFOnTokNv+lJQUhYWFFWphAAAAgDdZLMZsvqLAVwvPnDlTnTp10siRI3X27NncgwQEmH70AgAAANzICnSNwd9/+X/99dcVFhamIUOGyOl0FnphAAAAgDf50s3GjHDN3y9avHhxzZgxg2sLAAAAAD+Q74nBiRMnlJqa6nocHBysIUOG6JFHHlFWVpY+/PBDSbnLiho3bqzGjRsXfrUAAAAAPCJfE4Ply5erQYMGbtMBi8WiPn36KDs7W1lZWVqwYIEWLFigr7/+WrfffruOHz/usaIBAACAwmb2i4/zNTEoVaqUxo8fr7i4ONc+p9Mpi8Wib7/9VhEREfr2229dz5UoUUI7duxQmTJlCr9iAAAAAIUuXxODunXr6sEHH3Tb9/cLkS/+RqIJEybolltuuf7qAAAAAC+xWCyGbL6iwHc+lqTTp08rMzPzss/36dPnmgsCAAAA4H0F+lYip9OpFStW6MSJE9qyZYunagIAAADgZQWaGNSrV0/Dhg1Tr169NGDAANd+h8OhrKwsBQUFFXqBACBJK59vbXQJhojoONboEgyR9P1zRpcAeNy5bJPeByrQd5bOXOyav8ffTxSoMfjuu+8uuX/Dhg00BQAAAMAN7JquMbhY7dq1C+MwAAAAgGF86UJgIxRoYvLDDz/ou+++07Zt29z2Z2RkqFWrVq7HGzZs0ObNmwulQAAAAACeV6DGoH///nr66afzLCkKDAzU77//7nr8zDPPaOrUqYVTIQAAAACPK/BSogMHDuQ9SGCgQkJCJEmzZ8/Wn3/+qR9++OH6qwMAAAC8JMDcK4kKNjG42rqr7OxsvfDCCxo7dqyKFy9+XYUBAAAA8J4CTwzOnj2r3r17q1q1aqpYsaKqVKmiypUrS5I2btyookWLqmfPnoVeKAAAAOBJZp8Y5KsxSE9P16xZs3Ty5EmdOHFCVapUUXZ2tnbt2qVly5bp8OHDSkpK0hdffKGff/7Z0zUDAAAAKGT5agyeeOIJLV68WOfOndNNN92k8ePHa8GCBapcubLq168vSQoPD9fhw4fVo0cPff/99woIMPstIgAAAHAj4etK8+Gtt97SwYMHVaZMGUnSkSNH9NBDDykhIcH1muDgYP33v/9VVlaW3nrrLc9UCwAAAMAj8tUYVKhQQUFBQa4u6oknntCjjz6qLl266N///re+/PJLSbld1jvvvKO3335bZ8+e9VzVAAAAAArVNa33GTx4sF577TV9/vnnmj59um699VbXc9HR0apevbrmz59faEUCAAAAnhZgMWbzFQVqDJxOp0aNGqWzZ8/KZrNp3Lhx+uijj1S7dm1lZ2e7Xte1a1fNmTOn0IsFAAAA4BkF+rrSdu3aadOmTSpatKgCAgK0evVqBQcHy+FwKD093fW6Jk2aqGzZsoVeLAAAAOApJr/2uGCNwaRJk9weBwcHS5KCgoK0cOFC7dixQ3Xq1FHbtm0Lr0IAAAAAHpfvpUQ5OTn67rvvLn2QgADddtttaty4sSRpzZo1SktLK5wKAQAAAHhcvhsDp9OpN95447LPBwUFKSgoSJL0zDPPaOrUqddfHQAAAOAlARaLIZuvyPdSIqvVqqCgIH3zzTd69tlnFRIS4va80+lUQECA1qxZo6NHj6pfv36FXiwAAAAAzyjw15VmZGTowQcfVE5Ojrp06aK7775bTqdTn3/+uZxOp7788ks999xzeRoHAAAAwJcFGLT5igJdfHxe1apVVaRIEVWrVk3p6ekKDQ1V06ZNJUl169bVfffdV5g1AgAAAPCwfDUGTqdTo0ePVmpqqg4fPuz6NqJLYQkRAAAAbkQ+tNzfEPmaXmRlZWnjxo3auXOnRo0aJSm3WQAAAADgH/LVGAQHB+vLL79U48aN9cEHH0iSLJdpqd577z3t2rWr8CoEAAAA4HEFvt7BYrHo5MmTyszMVGJiouv/vXfvXklSamqq4uPjC71QAID3lQkvosaR5VTEFmR0KQDgcXxd6TWIj49XSEiI3n33Xde+Ro0ayWKxaPDgwapdu7ZOnjypkiVLFlqhAADPm/9mN321dKc+/3Gbnu3aUC/2aaajJ9NUrkRRPfDKXP2y9bDRJQK4TklJSXq45/36ZMpnqlCxktHlwIcU6AZnWVlZ6t69u9LT05WUlJRny8nJUZEiRfTQQw/p888/92TdPuOPP3arV/duuuO2GI0bO8Y0116Qm9xmYLbcPVrX0V2Nq0mSqlcI15DuTdXoyWlq+ORUTZz3u15++A6DK/Qss53v88htrtxJSUn617P9deQITf6lWCzGbL4i341Bdna2mjdvftnnz507p3PnzkmS+vbtq1atWl13cb4uMzNTA5/przr16mnWl7O1NyFB8+fNMbosjyM3ucntfyKKhyj+yVbadfCkJMkWZNWz4xfpyMlUSdLGPcdUIsx/709jtvN9HrnNlVuSXhg2WB3u6Wh0GfBR+W4MAgMD9fbbb1/2eavVqrlz50qSIiMjFR0dff3V+biVK5Yr9UyqnhsWp8pVqmjAoMGaO/tro8vyOHKTm9z+Z/STrfTNr3/otx1HJUk7/jyp71cnSJKK2IL01L236Jtf9xhZokeZ7XyfR25z5ZakESNfV8/eDxtdBnxUod1szWKxqF27dtf03tTUVP3xxx/KyMgorHK8YveunYqKjlZoaKgkqXZkpPYmJBhcleeRm9zk9i8toiur9S1V9OLkZXmeax9TTftm9Vf5ksUU/8UqA6rzDjOd778jt7lyS1LFSlxTcCUBFmM2X+H1uzDXrl1baWlpkqSDBw/q7rvvVnh4uCIjI1W8eHH169dP6enpVz2Ow+FQSkqK2+ZwODxdvpvU1FRV/NtFOxaLRVZrgFKSk71ah7eROxe5ye0PbEFWfTCwnQa+v1ip6Vl5nl+8fr+6jcydBr/+2OWXk97ozHK+L0buXGbJDVyN1xuDPXv2KDs7W5L05JNPKjAwUPv27VN6eroWLVqklStX6sUXX7zqceLj42W32922t8d492tSrVargi66C3Swzab0G2zyUVDkvoDc/sssueN636b1u//Swt/2XvL57BynVm45pCEf/aRH2jfwcnXeY5bzfTFyX2CG3Lg6vq7UyywWi+vmaMuWLdOWLVtUuXJlSVLr1q01YcIE9e7dW+PGjbviceLi4jR48GC3fU6rzTNFX4bdbteePX+47TublqagIP/+vm9yX0Bu/2WW3A+2rqNS9lAdnf2spNzrCbq1iNSQ7k00beEWjZ+9TpKUlZWt7JwcI0v1KLOc74uR+wIz5AauxuuNgdPp1K+//qrmzZurYsWKOnnypGrUqHGhoMBA17cbXYnNZpPN5t4IZFz9bYWqXv0GmvP1V67Hhw4dVGZmpux2u3cL8TJy5yI3uf1B2yGzZLVeGB6PfqKVftt5RMs3HdTCtx7UvqOntTHhuF7o00xzVuw2sFLPMsv5vhi5c5klN67Oh/54bwivLyV69tln9dprr6lChQo6duyYnn32Wddzs2bN0hNPPKGnn37a22Vdk0aNY5Salqp5c2dLkqZM+kRNY5vJarUaXJlnkZvc5PYfhxNTdeBYimtLTc9UYnK6fv/jmAZMWKQxT7XW6okP68DxFD0/aanR5XqMWc73xchtrtzA1VicBt3RIzs7W1u2bNH27dvVq1cvSdKwYcMUHR2t3r17X9MxvT0xkKSlPy3R8GFDFGKzyRIQoClTZ6hGzZreL8TLyE1ucntHRMexXv08X5H0/XNe/0xfON9GILdxuc9lm+OmahcrZvPdP8u/vtiYr2V+qa1v/P85wxoDTzCiMZCkxBMntH37NkVFRys8PMKYIgxAbnKbgdG5aQy8y+jzbRRyG5ObxsD3vLnEmMbgxTY0BoXOqMYAADyFxgDwXzQGvsfsjYHXLz4GAAAAfJFFvtu0eIPXLz4GAAAA4HtoDAAAAACwlAgAAACQpABzryRiYgAAAADcSObPn6/q1asrMDBQt9xyi3bs2CFJ2rp1q2JiYhQREaGhQ4eqoN8xRGMAAAAAKHdiYMRWEAkJCXr00Uc1evRoHT58WLVr11a/fv3kcDh07733qlGjRlq3bp22b9+uadOmFSx/wUoBAAAAYJQdO3Zo9OjR6t69u8qWLat//vOf2rBhgxYsWKDk5GSNGzdONWrU0KhRozRlypQCHZtrDAAAAABJFosxFxk4HA45HA63fTabTTabLc9rO3Xq5PZ4165dqlWrljZt2qTY2FgVKVJEkhQVFaXt27cXqA4mBgAAAICB4uPjZbfb3bb4+Pirvi8zM1PvvPOO+vfvr5SUFFWrVs31nMVikdVqVVJSUr7roDEAAAAADBQXF6fk5GS3LS4u7qrvGzlypIoWLap+/fopMDAwz4QhJCREZ8+ezXcdLCUCAAAAZNzXlV5u2dCV/PTTT5o4caJWr16toKAglShRQlu3bnV7zZkzZxQcHJzvYzIxAAAAAG4g+/btU8+ePTVx4kTVrVtXkhQTE6NVq1a5vcbhcKhEiRL5Pi6NAQAAACDJYjFmK4j09HR16tRJXbp0UdeuXZWamqrU1FQ1b95cKSkpmjp1qiRp1KhRatu2raxWa76PzVIiAAAA4AaxaNEibd++Xdu3b9enn37q2r9v3z5NnjxZPXv21NChQxUQEKClS5cW6Ng0BgAAAMANokuXLpe9o3HVqlWVkJCg9evXKzY2ViVLlizQsWkMAAAAAEkBBt3HoDCVK1dOHTt2vKb3co0BAAAAACYGAAAAgGTc15X6CiYGAAAAAJgYAAAAAFLBvzrU3zAxAAAAAEBjAAAAAIClRAAAAIAkKUDmXktEYwAAPuzEN0OMLsEQVZ76n9ElGOLAJ92NLgFeFGg19y+h8D00BgAAAIC4+JhrDAAAAADQGAAAAABgKREAAAAgiTsfMzEAAAAAwMQAAAAAkKQAk199zMQAAAAAABMDAAAAQOLrSpkYAAAAAKAxAAAAAMBSIgAAAEASFx8zMQAAAADAxAAAAACQuPiYiQEAAAAAGgMAAAAALCUCAAAAJPEXc7PnBwAAACAmBgAAAIAkyWLyq4+ZGAAAAACgMQAAAADAUiIAAABAkmTuhURMDAAAAACIiQEAAAAgSQrg4mMAAAAAZkdjAAAwrbDQIDWsVkL2IkFGlwLAB1gM2nwFjcF1+uOP3erVvZvuuC1G48aOkdPpNLokryA3uc3ArLklKSkpSfd2aKMjhw8ZXYrH3Nu4kta/1VHj+jbWxrH36t7GlSRJvZtX04a3O2n/h//Q3KGtdFOpogZX6llm/Tknt7lyI39oDK5DZmamBj7TX3Xq1dOsL2drb0KC5s+bY3RZHkducpPbvyUlJelfz/bXkSOHjS7FY4qHBmlMn4bqMuZntRq5SM9/8btGPhCtqqWLasi9dfXw+yt1+4iF2n8iVRMeb2J0uR5j1p9zcpsrN/KPxuA6rFyxXKlnUvXcsDhVrlJFAwYN1tzZXxtdlseRm9zk9m8vDBusDvd0NLoMjyoeEqiXZm3U9kPJkqQtfyapRLFg1a8SofV7T2nLgdM6fOqsZq3cp2plihlcreeY9eec3ObKXRAWizGbr/CJbyVyOByaMWOG9uzZo4oVK+of//iHKlasaHRZV7V7105FRUcrNDRUklQ7MlJ7ExIMrsrzyE1ucvu3ESNfV8VKlTR2zCijS/GYI0npmr3mgCQp0GrRU+1q6/9+P6zdR1J0x81lVL9yuP5MTNOjrWtq2bZjBlfrOWb9OSe3uXIj/wxvDLKystSiRQudOXNGUVFRWrZsmZ5//nl99dVXuueeey77PofDIYfD4bbPabXJZrN5umSX1NRUVaxYyfXYYrHIag1QSnKywux2r9XhbeTORW5y+6uKlSpd/UV+ol4lu2YPbaWsczm6fcRCpaRn6bv1h/TTK3dJkv48kaoObywxuErPMevPOblzmSV3QVh86c/3BjBkKVGXLl30559/SpIWLlyookWLasuWLfrvf/+rVatWKT4+XoMGDbriMeLj42W32922t8fEe6N8F6vVqqDgYLd9wTab0jMyvFqHt5H7AnL7L7PmNptth5LVfdxy7T2eqnf7Ntat1Urorujy6vDGYtV4dq7mrDmgmf9qbnSZHmPWn3NyX2CG3Mg/QxqDm2++WVFRUXr11Vd18uRJtWzZUlar1fV8t27ddPTo0SseIy4uTsnJyW7b0OFxni7djd1uV1LSKbd9Z9PSFBTk3197R+4LyO2/zJrbjDb/maQBU35Tx4aV1LdVDc377aB+33dKZ9KzFD93q6qWKar6lcONLtMjzPpzTu4LzJAb+WdIYzBmzBitWLFCCxcu1IABAzRnzhwlJSW5nv/+++8VFRV1xWPYbDaFhYW5bd5cRiRJ9eo30OaNG12PDx06qMzMTNn9fBxH7lzkJjduXLfVLq2RD1z435nMczlyKvdrG0uFXfjfkmIhgQoNDlRAgH8uLzDrzzm5c5kld0EEGLT5CsNqiYqK0q+//qoxY8bo6NGjqly5stq2bavbb79dw4cP1zvvvGNUafnWqHGMUtNSNW/ubEnSlEmfqGlsM7fphz8iN7nJjRtdwrEzeqhFdT3UoroqRITqxX800NJtx/Tj5qO6p2ElPdWutv7RtIo+e/Z2HU/O0PZDp40u2SPM+nNObnPlRv5ZnD5wZ4u0tDTNnj1bhw8fVqVKldSxY0eVKFGiwMfJOOeB4q5i6U9LNHzYEIXYbLIEBGjK1BmqUbOm9wvxMnKTm9zecS7buP9EN4q6Wd8uWKwKFb1/MXL1p7/y+Ge0rFtWr/e4RRVLFNHP2/7S8Bm/62SqQ4M71VXvFtVU1h6inYdT9K9pa7X1wGmP1yNJBz7p7pXP+Ttf+Dk3ArmNyx1i+FffXN7/Nh4x5HO731LBkM+9mE80BoXFiMZAkhJPnND27dsUFR2t8PAIY4owALnJbQZG5zayMTCSNxoDX2REYyAZ/3NuFHIbk5vGIC8aAw8wqjEAAE+hMTAXoxoDwJt8uTH4yqDG4AEfaQx86XoHAAAAAAahMQAAAABg/J2PAQAAAF/AnY8BAAAAmB4TAwAAAED8xdzs+QEAAACIxgAAAACAWEoEAAAASOLiYyYGAAAAAJgYAAAAAJJk7nkBEwMAAAAAYmIAAAAASJJMfokBEwMAAAAANAYAAAAAxFIiAAAAQJIUYPLLj5kYAAAAAGBiAAAAAEhcfMzEAAAAAACNAQAAAACWEgEAAACSJAsXHwMAAAAwOyYGAAAAgLj4mIkBAAAAACYGAAAAgMQNzvyqMTiX7TS6BEMEWs35Q5yRlW10CYYICbIaXQK8yKz///vAJ92NLsEQEV0/NLoEQyTNfdroEgCIpUQAAAAA5GcTAwAAAOBacfExAAAAANNjYgAAAACIiQETAwAAAAA0BgAAAABYSgQAAABIkiwmv48BEwMAAAAATAwAAAAASQow98CAiQEAAAAAJgYAAACAJK4xYGIAAAAAgMYAAAAAAEuJAAAAAEnc+ZiJAQAAAAAmBgAAAIDExcdMDAAAAADQGAAAAABgKREAAAAgiTsfMzEAAAAAwMQAAAAAkLj4mIkBAAAAACYGAAAAgMQNzpgYAAAAAKAxKAxJSUm6t0MbHTl8yOhS4GHLfl6irh3vUrNGDdSne1ft25tgdEkAcM3mv9JJfdpESpIea19Xez97RClzn9Ki+C4qF1HE4OoAeBuNwXVKSkrSv57tryNHDhtdilf98cdu9ereTXfcFqNxY8fI6XQaXZLHHTp4QG+MfFHPDPy3vl30s6rcVFWjXn3Z6LK8woznWyI3uf07d4+WtXRXoyqSpGZ1y+nl3k30+LglqtPvc1lkUfxjzQyu0LPMdr7PM2vu/LIYtPkKGoPr9MKwwepwT0ejy/CqzMxMDXymv+rUq6dZX87W3oQEzZ83x+iyPG7/vr16euBgtW1/t0qWLKV/dO+hXbt2GF2Wx5n1fJOb3P6cO6KYTfGP365dh5IkSTXKh2vAh8v086ZDOnwyTdMX71R09VIGV+k5Zjvf55k1N/KPxuA6jRj5unr2ftjoMrxq5YrlSj2TqueGxalylSoaMGiw5s7+2uiyPO6OFq3U9f7urscH9u9T5So3GViRd5j1fJOb3P6ce/TjzfTNqr36bdcxSdKMJTv17ep9rudrVwrXniPJRpXncWY73+eZNXdBBFgshmy+wpDGYPr06dq3b9/VX3gDqFipktEleN3uXTsVFR2t0NBQSVLtyEjtTTDXWvusrEx9MX2a/nH/g0aX4nFmPd/kJre/5m7RoIJaR1fSi9NWXfL5iGI2Pd6hriYv3OblyrzHTOf778yaG/lnSGPQt29fxcbGqn///jpw4MA1HcPhcCglJcVtczgchVwpLiU1NVUVK15oiCwWi6zWAKUk++9fly426aMPFBoaqi5duxldiseZ9XyTOxe5/Su3LciqD55ppYEfLldqetYlX/Ne/xZaveOYFq2/tv99vhGY5XxfzKy5kX+GLSX6/fffVaVKFTVp0kT33XefFi5cqOzs7Hy/Pz4+Xna73W175614D1aM86xWq4KCg932BdtsSs/IMKgi71r322p9/eUsvRb/tgKDgowux+PMer7JfQG5/Udcj8Za/8dxLVz35yWf731npFpEVVT/CT95uTLvMsv5vphZcxcEFx8bpHjx4nrhhRf0559/qkuXLho5cqTKli2rvn37atq0adq9e/cV3x8XF6fk5GS3bciwOC9Vb252u11JSafc9p1NS1OQCX5JPnL4kEY8P1RD415S9Ro1jS7HK8x6vsl9Abn9x4Mta6lT02o6OutxHZ31uB5sUUvj/9lC7/2zhRrWLK1xTzXXw28t0vHT6UaX6lFmOd8XM2tu5J8hjYHlbxdZ2Gw2Pfroo1qzZo1Wr16tyMhITZ06VdHR0Vc8hs1mU1hYmNtms9k8XTok1avfQJs3bnQ9PnTooDIzM2W3240rygsyMjI0eMA/1aLVnWp1ZxudPZums2fT/P6r3sx6vsmdi9z+lbvt8Llq9Ox/1XTQ/9R00P/0/W/79foXa/XmzLX6+qV7NG72Bv2+57iKhgSqaEig0eV6jFnO98XMmrtATD4yMKQxuNwvUjVr1lRcXJyWLVumpKQkL1eF/GrUOEapaamaN3e2JGnKpE/UNLaZrFarwZV51ppVv2jf3gTNn/OVWjeLcW1HjxwxujSPMuv5Jje5/TH34ZNpOnD8jGtLzchSYkq6ureopfIliuqVh5oq8asnXZu/Msv5vphZcyP/LE4D/tz52WefqXfv3goMLNy/RqQ6/Psvt5cTaPV+q7n0pyUaPmyIQmw2WQICNGXqDNWo6d2lNRlZ+b8mxZ+EBHn/P+C+cL6NQG5yezt3RNcPvfp5viJp7tNe/0xfON9G8IXcvjyMWp1w2pDPja0RbsjnXsyQxsBTaAy8K/HECW3fvk1R0dEKD4/w+ufTGHiX0efbKOQmtzfRGHiX0efbKEbn9uXGYE2CMd/Q1LSGbyznojHwA0Y1BkajMQDgb2gMYAY0Bnn5SmPgw6cGAAAA8B4fugmxIQz7ulIAAAAAvoOJAQAAACCf+uZQQzAxAAAAAEBjAAAAAIClRAAAAEAuk68lYmIAAAAAgIkBAAAAIEkWk48MmBgAAAAAoDEAAAAAwFIiAAAAQBJ3PmZiAAAAAIDGAAAAAJByv63UiK2gEhMTVa1aNe3fv9+1b+vWrYqJiVFERISGDh0qp9NZ4OPSGAAAAAA3iMTERHXq1MmtKXA4HLr33nvVqFEjrVu3Ttu3b9e0adMKfGwaAwAAAEC6IUYGPXr0UK9evdz2LViwQMnJyRo3bpxq1KihUaNGacqUKQU7sLj4GAAAADCUw+GQw+Fw22ez2WSz2fK89tNPP1W1atU0aNAg175NmzYpNjZWRYoUkSRFRUVp+/btBa6DiQEAAABgoPj4eNntdrctPj7+kq+tVq1ann0pKSlu+y0Wi6xWq5KSkgpUBxMDAAAAQMbd+TguLk6DBw9223epacHlBAYG5nl9SEiIzp49q4iIiPwfJ9+vBAAAAFDoLrdsKL9KlCihrVu3uu07c+aMgoODC3QclhIBAAAAyr3BmRHb9YqJidGqVatcj/ft2yeHw6ESJUoU6Dg0BgAAAMANrEWLFkpJSdHUqVMlSaNGjVLbtm1ltVoLdByWEgEAAAA3sMDAQE2ePFk9e/bU0KFDFRAQoKVLlxb8OIVfGgAAAHDjMebS42tz8Z2NO3furISEBK1fv16xsbEqWbJkgY9JYwAAAAD4gXLlyqljx47X/H6L8+J24waWcc7oCgAAuHbnsv3mf5ILpO5z3xpdgiF2v9vZ6BIMEeLDf5bedPCMIZ8bXbm4IZ97MS4+BgAAAMBSIgAAAEAy7gZnvoKJAQAAAAAaAwAAAAAsJQIAAAAkFc5diG9kTAwAAAAAMDEAAAAApBvrBmeewMQAAAAAAI0BAAAAAJYSAQAAALlMvpaIiQEAAAAAJgYAAACAxJ2PmRgAAAAAYGIAAAAASNzgjIkBAAAAABoDAAAAACwlAgAAACSZ/ttKmRgAAAAAYGIAAAAA5DL5yICJAQAAAAAaAwAAAAAsJQIAAAAkcedjJgYAAAAAmBgAAABzCAsNVPUyxbTveJqS07OMLgc+iDsfAwAAU0tKStK9HdroyOFDRpfiMR1vKa9fXmmnt3rdojWvt1PHW8q7PR/XuY7+82QTg6oDfAONwXX644/d6tW9m+64LUbjxo6R0+k0uiSvIDe5zYDc5DaDpKQk/evZ/jpy5LDRpXhM8ZBAvdE9Sg+M/0V3xS/ViK+26IX76rmev7lCmB5qXk2vzN5qYJXeYdaf8/yyGLT5ChqD65CZmamBz/RXnXr1NOvL2dqbkKD58+YYXZbHkZvc5PZf5DZXbkl6Ydhgdbino9FleFSxkEC9Omerdh5JkSRtPZisiKLBknKXjozuEaXJPyfowMmzRpbpcWb+OUf+0Bhch5Urliv1TKqeGxanylWqaMCgwZo7+2ujy/I4cpOb3P6L3ObKLUkjRr6unr0fNroMjzp6OkPz1uVORAIDLOrXurp+2HxUktTnjqq6uUKYDp06q3b1yyrI6kt/vy1cZv45R/741MXHmzdvVnZ2tqKiomS1Wq/4WofDIYfD4bbPabXJZrN5skQ3u3ftVFR0tEJDQyVJtSMjtTchwWufbxRyk5vc/ovc5sotSRUrVTK6BK+pUzFM/x3QTFnncnTnmz+pSLBVg++O1IGTZ1WpRBH9I6ayBnSorQfG/yJHVo7R5RY6M/+c55v/9oX5YsjEYN++fWrZsqUqVaqkxx57TCdPnlSTJk3UunVrNWvWTLVq1dLmzZuveIz4+HjZ7Xa37e0x8V5KkCs1NVUVK174D6rFYpHVGqCU5GSv1uFt5M5FbnL7I3LnMktus9lxOEV9Jq7SvhNpeqvnLbr7lvIqYrPqwQm/atz/7VLviatU1BaobjGVjS7VI/g5x9UY0hg8/vjjqlWrlv73v/8pMzNTTZs21V133aWTJ0/q2LFjqlq1qh5//PErHiMuLk7Jyclu29DhcV5KkMtqtSooONhtX7DNpvSMDK/W4W3kvoDc/ovcF5Ab/mTLwWQN/nyDOkSXV7nwUP2+P0lJaZmSpOwcp3YeSVHV0kUNrtIz+Dm/OotB/8dXGNIYrFmzRq+88oqaNWumiRMnat++fRo+fLgkKSwsTE888YS2bNlyxWPYbDaFhYW5bd5cRiRJdrtdSUmn3PadTUtTUFCQV+vwNnJfQG7/Re4LyI0bXdOaJfVCl7qux5nncuSU9NfpdIUEuS9drhgRqr9Op3u5Qu/g5xxXY0hjULJkSZ08eVKStH//fjmdTu3atcv1/LFjx1S+fPnLvd1n1KvfQJs3bnQ9PnTooDIzM2W3240rygvInYvc5PZH5M5lltxmse94qnrdfpN6NbtJ5cNDNPzeOlq+87iWbD2mWuWKq8/tN6lceIgebVlNdSvatWDTUaNL9gh+znE1hjQGL7/8sjp37qwePXqoXbt2euqpp9S1a1cNHTpUjzzyiEaMGKF+/foZUVqBNGoco9S0VM2bO1uSNGXSJ2oa2+yqF07f6MhNbnL7L3KbK7dZHE9x6J9T1umxVtW0+IXWCg226t8zNuj02Sz1/WiNujWtrGUv3anHWlbX01PX6ehp/1xaw8/51Vksxmy+wuI06M4We/fu1YYNG1S3bl3VqVNHv/32m/773/8qJydHzZs3V7du3Qp8zIxzHij0Kpb+tETDhw1RiM0mS0CApkydoRo1a3q/EC8jN7nJ7b/IbVzuc9nmvNlU3ee+NboEQ+x+t7PXP9MXfs5DfOo7Md3tOW7MMrKaZUIN+dyLGdYYeIIRjYEkJZ44oe3btykqOlrh4RHGFGEAcpPbDMhNbm+iMTAXIxoDyfifc19uDBIMagxq0BgUPqMaAwAACgONgbkY1RgYjcYgL19pDHz41AAAAABe5EPr/Y1gyMXHAAAAAHwLjQEAAAAAlhIBAAAAknzqLsRGYGIAAAAAgIkBAAAAIPnWzcaMwMQAAAAAAI0BAAAAAJYSAQAAAJJMfxsDJgYAAAAAmBgAAAAAuUw+MmBiAAAAAIDGAAAAAABLiQAAAABJ3PmYiQEAAAAAJgYAAACAxJ2PmRgAAAAAYGIAAAAASKb/tlImBgAAAABoDAAAAACIpUQAAACAJC4+ZmIAAAAAgIkBAAAAkMvcIwOL0+l0Gl1EYck4Z3QFAAAA+XPLiB+MLsEQO0e3N7qEyzqUlGnI51aKCDbkcy/GUiIAAAAALCUCAAAAJC4+ZmIAAAAAgIkBAAAAIJn90mMmBgAAAADExAAAAACQxDUGTAwAAAAA0BgAAAAAYCkRAAAAIEmymPzyYyYGAAAAAJgYAAAAAJJM/32lTAwAAAAA0BgAAAAAYCkRAAAAIMn0K4mYGAAAAABgYgAAAABI4s7HTAwAAAAAMDEAAAAAJG5wxsQAAAAAAI0BAAAAAJYSAQAAALnMvZKIiQEAAAAAJgYAAACAJNMPDJgYAAAAAKAxAAAA8HvFQwIVVdmusFAWi+DyaAyu0x9/7Fav7t10x20xGjd2jJxOp9EleQW5yW0G5Ca3GZDb/3O3b1BWS4a30Bvd6mlpXEu1b1A2z2s+fbSRujaqYEB1vsViMWbzFTQG1yEzM1MDn+mvOvXqadaXs7U3IUHz580xuiyPIze5ye2/yE1ucvuXYrZAjexSV30++U2d3/tVr8/foWH3RLq9ptMt5dU8spRBFcKX0Bhch5Urliv1TKqeGxanylWqaMCgwZo7+2ujy/I4cpOb3P6L3OQmt38pFhKoUd/t1O6/UiVJ2w6nKLxIkOt5e2iQhneM1N7jqUaV6FMsBv0fX2HYQrPTp0/LarWqePHiRpVw3Xbv2qmo6GiFhoZKkmpHRmpvQoLBVXkeuclNbv9FbnKT27/8lZyh7zYelSQFBljU946q+nHbMdfzwztGavG2YwoJshpVInyI1ycGJ0+eVIsWLVSyZEmFh4crNjZWM2fOLPDaPofDoZSUFLfN4XB4qOpLS01NVcWKlVyPLRaLrNYApSQne7UObyN3LnKT2x+ROxe5ye1vIssX18oXW+mO2qX05jc7JUlNq5dQbM0SGvt/uw2uzndwjYGXDRw4UGFhYdq6dau2b9+u1q1bq0+fPqpfv76+/fbbfB8nPj5edrvdbXt7TLwHK8/LarUqKDjYbV+wzab0jAyv1uFt5L6A3P6L3BeQ23+R+wJ/z73r6Bk9/p/1+vNkmt7oVk/BgQF6tWtdvTp3u9Iys40uDz7C643BggUL9PHHH6tOnTqKjIxUfHy8YmNj1aJFC/Xr10+tWrXS77//ftXjxMXFKTk52W0bOjzOCwkusNvtSko65bbvbFqagoKCLvMO/0DuC8jtv8h9Abn9F7kvMEPubYdT9Pz/tqpdvbIa3jFSWw4la9muRKPLgg/xemNQsWJF7d59YWTldDqVkZGhoUOHav/+/br77rvVvn37qx7HZrMpLCzMbbPZbJ4sPY969Rto88aNrseHDh1UZmam7Ha7V+vwNnLnIje5/RG5c5Gb3P4iplqEht5d2/U4KztHTkktI0vpzrpl9NvIO/XbyDvVMbq8Xu5SVy93qWNcsTCc1xuDwYMH67777tOgQYP0zjvv6M4771Tx4sVVvXp1hYaGavjw4frjjz+8XdY1adQ4RqlpqZo3d7YkacqkT9Q0tpmsVv++gIfc5Ca3/yI3ucntX/Ynpql700rq3qSSytlDNLh9Lf3yR6J6f/ybOr/3i7pO+FVdJ/yqn3cc1/s/7tGEH/cYXTIMZHEacEePxYsXa8aMGUpMTFTDhg313HPPFUqXnnGuEIoroKU/LdHwYUMUYrPJEhCgKVNnqEbNmt4vxMvITW5y+y9yk5vc3nHLiB+88jnNapZU3L03q7w9RCt3J+rV+duVlJbl9pr4B+rrt72nNHf9EY/Xs3P01VeGGOV0ujHXW4SH+kZTakhj4ClGNAaSlHjihLZv36ao6GiFh0cYU4QByE1uMyA3uc2A3Mbk9lZj4GtoDPKiMfAAoxoDAACAgqIx8D1mbwwMu8EZAAAA4Et86S7ERvD6xccAAAAAfA8TAwAAAEC+dRdiIzAxAAAAAMDEAAAAAJBk8isMmBgAAAAAEI0BAAAAALGUCAAAAMhl8rVETAwAAAAAMDEAAAAAJG5wxsQAAAAAAI0BAAAAAJYSAQAAAJK48zETAwAAAABMDAAAAADJ9N9WysQAAAAAABMDAAAAIJfJRwZMDAAAAADQGAAAAABgKREAAAAgiTsfMzEAAAAAbiBbt25VTEyMIiIiNHToUDmdzkI5Lo0BAAAAoNwbnBmxFYTD4dC9996rRo0aad26ddq+fbumTZtWKPlpDAAAAIAbxIIFC5ScnKxx48apRo0aGjVqlKZMmVIox+YaAwAAAMBADodDDofDbZ/NZpPNZsvz2k2bNik2NlZFihSRJEVFRWn79u2FU4gT1y0jI8M5cuRIZ0ZGhtGleBW5yW0G5Ca3GZCb3DDWyJEjnZLctpEjR17ytYMHD3Y+/fTTbvtKlSrlPHXq1HXXYXE6C+lqBRNLSUmR3W5XcnKywsLCjC7Ha8hNbjMgN7nNgNzkhrEKMjEYPny4srKyNG7cONe+ypUra/Xq1apYseJ11cFSIgAAAMBAl2sCLqVEiRLaunWr274zZ84oODj4uuvg4mMAAADgBhETE6NVq1a5Hu/bt08Oh0MlSpS47mPTGAAAAAA3iBYtWiglJUVTp06VJI0aNUpt27aV1Wq97mOzlKgQ2Gw2jRw5Mt8jIH9BbnKbAbnJbQbkJjduHIGBgZo8ebJ69uypoUOHKiAgQEuXLi2UY3PxMQAAAHCD+euvv7R+/XrFxsaqZMmShXJMGgMAAAAAXGMAAAAAgMYAQD6dPn1aa9asUVJSktGlAAAAD6AxwDVLTExUtWrVtH//fqNL8Zr58+erevXqCgwM1C233KIdO3YYXZJXfPXVV6patar69eunSpUq6auvvjK6JK/r0KGDpk2bZnQZXjFw4EBZLBbXVrNmTaNL8qrhw4fr3nvvNboMr5g2bZrbuT6/meFnffLkyapcubKKFCmiVq1aae/evUaX5BVTp05V/fr1FR4erp49eyoxMdHokuBDaAyu09atWxUTE6OIiAgNHTpUZrlkIzExUZ06dTJVU5CQkKBHH31Uo0eP1uHDh1W7dm3169fP6LI8Ljk5WU8//bSWL1+uLVu2aOLEiRo6dKjRZXnVF198oR9++MHoMrxm3bp1+v7775WUlKSkpCRt2LDB6JK8ZvPmzfrwww81fvx4o0vxil69ernOc1JSkg4ePKhSpUqpefPmRpfmUQkJCXrttdc0f/587dy5UzVq1FDfvn2NLsvjFi9erIEDB+rdd9/V5s2blZKSoq5duxpdFnwIjcF1cDgcuvfee9WoUSOtW7dO27dvN8VfWSSpR48e6tWrl9FleNWOHTs0evRode/eXWXLltU///lPU/zClJKSovfee09RUVGSpIYNG+rkyZMGV+U9p06d0pAhQxQZGWl0KV5x7tw5bdu2TS1atFB4eLjCw8NVvHhxo8vyipycHD355JP697//rerVqxtdjlcEBwe7znN4eLimT5+url27qkaNGkaX5lEbNmxQbGysGjZsqCpVquixxx7Tnj17jC7L46ZPn66+ffuqXbt2qlKlit5++22tXLlSp06dMro0+Agag+uwYMECJScna9y4capRo4ZGjRqlKVOmGF2WV3z66acaOHCg0WV4VadOnfTkk0+6Hu/atUu1atUysCLvqFy5snr37i1JysrK0rvvvmuqvzANGTJEXbt2VWxsrNGleMWWLVuUk5OjW265RaGhoerQoYMOHDhgdFle8fHHH2vLli2qWrWqvvnmG2VmZhpdkldlZGRo/PjxeuGFF4wuxePq1q2rn376SRs3blRycrI+/PBDtWvXzuiyPC4xMVFVqlRxPT5/Q6zCuDEW/AONwXXYtGmTYmNjVaRIEUlSVFSUtm/fbnBV3lGtWjWjSzBUZmam3nnnHfXv39/oUrxm06ZNKleunBYuXKgJEyYYXY5X/Pzzz1qyZIneeusto0vxmu3btysyMlIzZszQ5s2bFRgY6NYQ+6vU1FSNHDlS1atX159//ql3331Xd9xxh9LT040uzWtmzpyppk2bqmrVqkaX4nF169bV/fffr1tvvVXh4eFatWqVxo4da3RZHtewYUN99913ysnJkZR7jUlMTIzsdrvBlcFX0Bhch5SUFLdfkC0Wi6xWK9/aYgIjR45U0aJFTXGNwXlRUVFatGiRatWqZYrcGRkZeuqpp/TRRx+ZZimNJPXu3Vvr1q3Tbbfdplq1aunDDz/Ujz/+qJSUFKNL86g5c+YoLS1NP//8s1599VX9+OOPOnPmjGbMmGF0aV7z8ccfm+aPHb/99pu+/fZbrV69WqdPn1bPnj11zz33+P11gs8995xycnLUsGFD3XbbbRo9erQGDBhgdFnwITQG1yEwMDDP7cRDQkJ09uxZgyqCN/z000+aOHGiZs6cqaCgIKPL8RqLxaJGjRrps88+05w5c3T69GmjS/Ko119/XTExMerYsaPRpRiqTJkyysnJ0dGjR40uxaMOHTqk2NhYlSpVSlLuf9+joqJMse5ckvbs2aM9e/aYYjmNJM2aNUs9evRQ06ZNZbfb9cYbbyghIUGbNm0yujSPCg8P14oVK/T1118rOjpaN998s+muF8SV0RhchxIlSujEiRNu+86cOaPg4GCDKoKn7du3Tz179tTEiRNVt25do8vximXLlrl9C1FwcLAsFosCAvz7Px8zZ87U/PnzXRdlzpw5U08//bSefvppo0vzqKFDh2rmzJmux6tWrVJAQIAqV65sYFWeV6lSpTzLhv78809VrFjRoIq863//+586depkmj925OTk6Pjx467HZ86c0dmzZ5WdnW1gVd5ToUIFzZkzR/Hx8VxfADeBRhdwI4uJidGnn37qerxv3z45HA6VKFHCwKrgKenp6erUqZO6dOmirl27KjU1VZJUtGhRWSwWg6vznNq1a2vSpEmqVauW7r77bo0YMUJ33XWXwsLCjC7No1asWKFz5865Hj/33HOKjY31+680jI6O1ogRI1S2bFllZ2drwIABevjhh13XUvmrjh07asCAAfr444/VqVMnzZkzR5s2bTLNPTsWLlzo9z/bf9e8eXM98sgjatiwocqWLavJkyerXLlyrm9f83fvv/++br75Zt13331GlwJf48Q1y8rKcpYuXdr5n//8x+l0Op39+vVzdurUyeCqvEuSc9++fUaX4RXz5s1zSsqzmSH/okWLnHXr1nUWL17cef/99zuPHz9udEle98gjjzinTp1qdBle8fzzzzvtdruzRIkSzoEDBzpTU1ONLskrVq5c6YyNjXWGhoY6q1ev7vzmm2+MLskrzp496wwODnbu2LHD6FK8Jicnx/naa685q1Sp4gwKCnLeeuutzt9//93osrzi1KlTzhIlSjh/++03o0uBD7I4nX5+pY2HffPNN+rZs6dCQ0MVEBCgpUuXmmaJCQAAAPwHjUEh+Ouvv7R+/XrFxsaqZMmSRpcDAAAAFBiNAQAAAAC+lQgAAAAAjQEAAAAA0RgAAAAAEI0BABSas2fPut37QMq9kdL5u6GnpaXl6ziHDh3Stm3bLvv8tm3btGzZsnwda8eOHUpOTs6zf/Xq1XlqBQCYGzc4A4BrUK5cOdntdoWGhio5OVkPPPCANm7cqMOHDys1NVVJSUmqXr26srOzVbJkSf30009q2rSpunTpotdff12jR49WTk6O63gNGjRQly5dJEmzZ8/W2rVr9fnnn1/ys7du3aqBAwdqy5YtKlOmzGVrdDqdeuihh3TnnXfqrbfecu3ftWuXWrRoobVr1yo6Olo5OTnKyMjw+5uYAQCujMYAAK7BX3/9JUlKSEjQbbfdpkcffVR16tSRJH366adasWKFpk+f7vaeuXPn6v7771fHjh01evRojRs3TpL066+/6sCBA6pYsaIOHDggm82mwMAL/3nu1KmTtm7d6nasU6dOqW7duipWrJjb/jfffFO9e/eWJE2YMEGbN2/WX3/9pY8++kgREREKDQ1VixYtVKRIEbVp00Znz55VqVKllJOTo0OHDhXuPxIA4IZCYwAA1yAtLU0vvPCCDhw4oFGjRrmaAkk6duyYatasmec9tWrV0u+//y6r1arg4GB17dpVS5YsUYsWLbR69Wpt3rxZv/zyi2JiYtzed+LECU2bNk2tWrW6Yk09evSQw+GQlNuEjBgxQosWLVKLFi3UoEEDDR8+XGXLltWDDz6otWvXKiIiQo0aNdK0adPUunXr6/9HAQDc0LjGAACuQXBwsP766y8tX75cffr0kSStWLFCVatW1SeffKKpU6eqfv36ql69ur766ivt3btXcXFxbsdITk7WE0884XocEBAgi8WS57N69eql8uXLKykpSVe69UyvXr10yy23SJLuuOMOLViwQK1atdK///1v9e3bV7fffrvq16+vxYsXq1atWjp+/Lg6d+7s1tQAAMyLiQEAFFB2drZycnL0xRdf6JVXXnH9sm6xWFS1alUtXbpUa9euVVRUlB5//HHl5OQoNDRUP//8s7p06aK5c+dKkoKCgmS326/6eYMGDdKBAwdUtWpVBQUFuT2XmZmpM2fOaMSIEXr99ddd+0uXLq3SpUtr8eLF+vzzz7V582ZVrFhRklz/9/79+7Vu3TqVK1dO2dnZslqthfLvAwC4MTExAIAC2rBhgxo0aKA6deronXfeUUxMjKxWq+vbh5xOp5o2ber6FiKr1ary5cvrxx9/1J133un65T47O1uhoaH5+swqVaooOTlZiYmJSkxM1LFjxzRu3DhVrVpVY8aM0fDhw/O858SJE3r88cf1xBNP6PPPP5fNZlN4eLhr6969u9auXavixYurUaNGhfSvAwC4UTExAIACaty4sXbv3q2dO3eqR48e+t///qdu3bopLCxMUu7XloaFhalEiRJu7ytevLi6dOkip9Op7OxsHT9+XKVLl5aU2yQUxH333aeAgAAtW7ZMEREReZ5PTEzUPffcozNnzigkJETDhw/X8OHDlZ6e7mpGFi9erFdeeUUrV668ln8GAICfoTEAgOtUtmxZzZo1S2fOnJGU+5f6ChUquJ7/+9eSPvjgg3r22WeVnp6u7du3u16XkZGhnJycPA3Crl27dOuttyo4ONhtf1pamoKCglStWjXXPqfTqeLFi+vQoUN64403FBkZqTvvvNPtWHfccYd+//13Va5cufD+AQAAfoGlRABwnex2u+rXr+/6RqDffvvN7YLejIwMSdIvv/yiAwcO6IEHHtCff/6p77//Xk2bNlVsbKwmT56sc+fOKTMz0+3YtWvXVlJSkpKSknT69GnX1r59e7311ltu+06dOqUtW7ZIkt555x1NmzbN7WLmyMhItWrV6pLLjgAAoDEAgEISHR2td999VxMnTtQ999yjL7/8UmPHjlXXrl0lSSNHjtSwYcNUtGhRpaSk6LvvvlPZsmXVsmVLHTlyRE8++aS++OILt2NaLBbZbLZLflvRxaxWq2tZkdVqdbsXwnlvvfWWXn311UJICwDwNzQGAHANUlJSdOTIEbdfvosXL66pU6cqMzNT//jHPzR9+nQ98cQTys7O1tSpU7Vu3Tr1799f586d0zPPPKN+/fqpT58+6tevn3r37q3s7Gw5HA4dO3bsqo1Aenq6AgKu/p/wi5cnVatWTTVr1tTmzZu1bNkyhYSEXPs/AgDAr9AYAMA1ePvtt9W3b1899thjkqS1a9eqYcOGOnr0qBYtWqSIiAh9//33atiwoVq2bKm2bdtq/PjxKlasmObNm6eDBw/qzTfflCS99NJLatKkidLT0/Xyyy9r9OjRatOmzSU/d8aMGYqIiNDy5cvVuHHjq9aZmZnpWsp0nsViUf/+/fXFF1/oySefvM5/CQCAv7A4r3S3HABAvmRnZ2vdunVq2rRpnucOHjyY52LfjIyMS/61PjU1VUFBQbLZbJf8nKSkJG3cuFF16tRRuXLlrrleh8Nx2c8AAJgTjQEAAAAAlhIBAAAAoDEAAAAAIBoDAAAAAKIxAAAAACAaAwAAAACiMQAAAAAgGgMAAAAAojEAAAAAIBoDAAAAAJL+H2lrO3AGP1jgAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x5000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.models import Model, Sequential\n",
    "from tensorflow.keras.layers import (Input, Conv2D, MaxPooling2D, Flatten, Dense,\n",
    "                                     Dropout, BatchNormalization)\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau\n",
    "from tqdm.keras import TqdmCallback\n",
    "from tqdm import tqdm\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 使用黑体\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 解决负号'-'显示为方块的问题\n",
    "\n",
    "# ----------------------\n",
    "# 1. 配置参数\n",
    "# ----------------------\n",
    "CHAR_SET = \"0123456789\"  # 验证码字符集\n",
    "MAX_CAPTCHA_LENGTH = 4  # 验证码长度\n",
    "IMG_HEIGHT, IMG_WIDTH = 50, 200  # 图像尺寸\n",
    "TRAIN_DATA_DIR = r\"D:\\cwp\\Anaconda 3\\Mynotebook\\data\\images\"  # 训练集路径\n",
    "TEST_DATA_DIR = r\"D:\\cwp\\Anaconda 3\\Mynotebook\\data\\dataTest\"  # 测试集路径\n",
    "TOTAL_EPOCHS = 50  # 训练轮次\n",
    "BATCH_SIZE = 32  # 批量大小\n",
    "LEARNING_RATE = 1e-3  # 学习率\n",
    "USE_MULTI_OUTPUT = True  # 使用多输出架构\n",
    "\n",
    "\n",
    "# ----------------------\n",
    "# 2. 数据加载与预处理\n",
    "# ----------------------\n",
    "def load_captcha_data(data_dir, img_size=(IMG_HEIGHT, IMG_WIDTH)):\n",
    "    \"\"\"加载验证码数据\"\"\"\n",
    "    images = []\n",
    "    labels = []\n",
    "    for filename in tqdm(os.listdir(data_dir), desc=\"Loading Data\"):\n",
    "        if filename.endswith(('.jpg', '.png')):\n",
    "            base_name = os.path.splitext(filename)[0]\n",
    "            captcha_part = base_name.split('_')[0]\n",
    "\n",
    "            if len(captcha_part) == 4 and captcha_part.isdigit():\n",
    "                img_path = os.path.join(data_dir, filename)\n",
    "                img = Image.open(img_path).convert('L')  # 转为灰度图\n",
    "                img = img.resize(img_size[::-1])\n",
    "                img_array = np.array(img) / 255.0\n",
    "                images.append(img_array)\n",
    "                labels.append(captcha_part)\n",
    "\n",
    "    images = np.array(images, dtype=np.float32)\n",
    "    images = np.expand_dims(images, axis=-1)  # 添加通道维度\n",
    "    return images, labels\n",
    "\n",
    "\n",
    "def preprocess_labels(labels, chars=CHAR_SET, max_length=MAX_CAPTCHA_LENGTH):\n",
    "    \"\"\"预处理标签（支持多输出）\"\"\"\n",
    "    char_to_idx = {c: i for i, c in enumerate(chars)}\n",
    "    num_chars = len(chars)\n",
    "\n",
    "    if USE_MULTI_OUTPUT:\n",
    "        # 多输出格式：[y1, y2, y3, y4] 每个形状为 (样本数, 10)\n",
    "        y = [np.zeros((len(labels), num_chars), dtype=np.float32) for _ in range(max_length)]\n",
    "        for i, label in enumerate(labels):\n",
    "            for j, c in enumerate(label):\n",
    "                y[j][i, char_to_idx[c]] = 1\n",
    "    else:\n",
    "        # 单输出格式：形状为 (样本数, 40)\n",
    "        y = np.zeros((len(labels), max_length * num_chars), dtype=np.float32)\n",
    "        for i, label in enumerate(labels):\n",
    "            for j, c in enumerate(label):\n",
    "                y[i, j * num_chars + char_to_idx[c]] = 1\n",
    "    return y\n",
    "\n",
    "\n",
    "# ----------------------\n",
    "# 3. 模型构建\n",
    "# ----------------------\n",
    "def build_multi_output_model(input_shape, num_chars, max_length=MAX_CAPTCHA_LENGTH):\n",
    "    \"\"\"构建多输出模型\"\"\"\n",
    "    input_layer = Input(shape=input_shape)\n",
    "\n",
    "    # 共享特征提取层\n",
    "    x = Conv2D(32, (3, 3), activation='relu', padding='same')(input_layer)\n",
    "    x = BatchNormalization()(x)\n",
    "    x = MaxPooling2D((2, 2))(x)\n",
    "    x = Dropout(0.25)(x)\n",
    "\n",
    "    x = Conv2D(64, (3, 3), activation='relu', padding='same')(x)\n",
    "    x = BatchNormalization()(x)\n",
    "    x = MaxPooling2D((2, 2))(x)\n",
    "    x = Dropout(0.25)(x)\n",
    "\n",
    "    x = Conv2D(128, (3, 3), activation='relu', padding='same')(x)\n",
    "    x = BatchNormalization()(x)\n",
    "    x = MaxPooling2D((2, 2))(x)\n",
    "    x = Dropout(0.25)(x)\n",
    "\n",
    "    x = Flatten()(x)\n",
    "\n",
    "    # 为每个字符位置创建独立输出\n",
    "    outputs = []\n",
    "    for i in range(max_length):\n",
    "        branch = Dense(256, activation='relu')(x)\n",
    "        branch = BatchNormalization()(branch)\n",
    "        branch = Dropout(0.5)(branch)\n",
    "        branch = Dense(num_chars, activation='softmax', name=f'digit_{i+1}')(branch)  # 关键修改\n",
    "        outputs.append(branch)\n",
    "\n",
    "    model = Model(inputs=input_layer, outputs=outputs)\n",
    "\n",
    "    model.compile(\n",
    "        optimizer=Adam(learning_rate=LEARNING_RATE),\n",
    "        loss=['categorical_crossentropy'] * MAX_CAPTCHA_LENGTH,\n",
    "        metrics=[['accuracy']] * MAX_CAPTCHA_LENGTH,  # 关键修改\n",
    "        loss_weights=[1.] * MAX_CAPTCHA_LENGTH\n",
    "    )\n",
    "    return model\n",
    "\n",
    "\n",
    "# ----------------------\n",
    "# 4. 评估工具\n",
    "# ----------------------\n",
    "def evaluate_model(model, X_test, y_test_labels):\n",
    "    \"\"\"评估模型性能\"\"\"\n",
    "    y_pred = model.predict(X_test, verbose=0)\n",
    "    y_pred_chars = []\n",
    "\n",
    "    # 解析多输出预测结果\n",
    "    for i in range(len(X_test)):\n",
    "        pred_chars = []\n",
    "        for j in range(MAX_CAPTCHA_LENGTH):\n",
    "            char_probs = y_pred[j][i]\n",
    "            char_idx = np.argmax(char_probs)\n",
    "            pred_chars.append(CHAR_SET[char_idx])\n",
    "        y_pred_chars.append(''.join(pred_chars))\n",
    "\n",
    "    # 计算准确率\n",
    "    correct = sum(1 for true, pred in zip(y_test_labels, y_pred_chars) if true == pred)\n",
    "    accuracy = correct / len(y_test_labels)\n",
    "\n",
    "    print(\"\\n示例预测结果:\")\n",
    "    for i in range(min(10, len(y_test_labels))):\n",
    "        print(f\"真实: {y_test_labels[i]} 预测: {y_pred_chars[i]}\")\n",
    "\n",
    "    return accuracy\n",
    "\n",
    "\n",
    "# ----------------------\n",
    "# 5. 主训练流程\n",
    "# ----------------------\n",
    "def main():\n",
    "    # 加载数据\n",
    "    print(\"=== 加载数据 ===\")\n",
    "    X_train, y_train_labels = load_captcha_data(TRAIN_DATA_DIR)\n",
    "    X_test, y_test_labels = load_captcha_data(TEST_DATA_DIR)\n",
    "\n",
    "    if len(X_train) == 0 or len(X_test) == 0:\n",
    "        raise ValueError(\"没有加载到有效样本，请检查路径和文件格式\")\n",
    "\n",
    "    # 数据检查\n",
    "    print(f\"\\n数据检查:\")\n",
    "    print(f\"X_train shape: {X_train.shape}\")\n",
    "    print(f\"X_test shape: {X_test.shape}\")\n",
    "\n",
    "    # 预处理标签\n",
    "    print(\"=== 预处理标签 ===\")\n",
    "    y_train = preprocess_labels(y_train_labels)\n",
    "    y_test = preprocess_labels(y_test_labels)\n",
    "    print(f\"y_train length: {len(y_train)}\")\n",
    "    for i, y in enumerate(y_train):\n",
    "        print(f\"y_train[{i}] shape: {y.shape}\")\n",
    "\n",
    "    # 构建模型\n",
    "    print(\"=== 构建模型 ===\")\n",
    "    input_shape = (IMG_HEIGHT, IMG_WIDTH, 1)\n",
    "    model = build_multi_output_model(input_shape, len(CHAR_SET))\n",
    "    model.summary()\n",
    "\n",
    "    # 回调函数\n",
    "    callbacks = [\n",
    "        TqdmCallback(verbose=1),\n",
    "        EarlyStopping(patience=15, restore_best_weights=True, monitor='val_loss'),\n",
    "        ModelCheckpoint(\n",
    "            \"best_model.keras\",\n",
    "            save_best_only=True,\n",
    "            monitor='val_loss'\n",
    "        ),\n",
    "        ReduceLROnPlateau(\n",
    "            monitor='val_loss',\n",
    "            factor=0.2,\n",
    "            patience=5,\n",
    "            min_lr=1e-6,\n",
    "            verbose=1\n",
    "        )\n",
    "    ]\n",
    "\n",
    "    # 训练模型（不使用数据增强）\n",
    "    print(\"=== 开始训练 ===\")\n",
    "    try:\n",
    "        history = model.fit(\n",
    "            X_train,\n",
    "            [y_train[i] for i in range(MAX_CAPTCHA_LENGTH)],  # 多输出标签\n",
    "            batch_size=BATCH_SIZE,\n",
    "            epochs=TOTAL_EPOCHS,\n",
    "            validation_data=(X_test, [y_test[i] for i in range(MAX_CAPTCHA_LENGTH)]),\n",
    "            callbacks=callbacks,\n",
    "            verbose=1\n",
    "        )\n",
    "    except Exception as e:\n",
    "        print(f\"训练失败: {str(e)}\")\n",
    "        return\n",
    "\n",
    "    # 评估模型\n",
    "    print(\"=== 评估模型 ===\")\n",
    "    accuracy = evaluate_model(model, X_test, y_test_labels)\n",
    "    print(f\"\\n最终测试准确率: {accuracy:.4f}\")\n",
    "\n",
    "    from sklearn.metrics import confusion_matrix\n",
    "    import seaborn as sns\n",
    "\n",
    "    def plot_confusion_matrix(y_true, y_pred_chars, char_set=CHAR_SET):\n",
    "        \"\"\"绘制混淆矩阵（按单字符统计）\"\"\"\n",
    "        # 展开真实与预测的字符\n",
    "        true_chars = [c for label in y_true for c in label]\n",
    "        pred_chars = [c for label in y_pred_chars for c in label]\n",
    "\n",
    "        if isinstance(char_set, str):\n",
    "            char_set = list(char_set)  # 将\"0123456789\"转换为['0','1',...,'9']\n",
    "      \n",
    "        # 计算混淆矩阵\n",
    "        cm = confusion_matrix(true_chars, pred_chars, labels=char_set)\n",
    "    \n",
    "        # 可视化\n",
    "        plt.figure(figsize=(10, 8))\n",
    "        sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', \n",
    "                    xticklabels=char_set, yticklabels=char_set)\n",
    "        plt.xlabel('预测字符')\n",
    "        plt.ylabel('真实字符')\n",
    "        plt.title('单字符混淆矩阵')\n",
    "        plt.show()\n",
    "\n",
    "\n",
    "    def visualize_errors(X_test, y_true, y_pred_chars, max_show=10):\n",
    "        \"\"\"可视化预测错误的案例\"\"\"\n",
    "        plt.figure(figsize=(15, 5*max_show))\n",
    "        errors = [(img, true, pred) \n",
    "                  for img, true, pred in zip(X_test, y_true, y_pred_chars) \n",
    "                  if true != pred]\n",
    "    \n",
    "        if not errors:\n",
    "            print(\"无错误案例！\")\n",
    "            return\n",
    "     \n",
    "        for i, (img, true, pred) in enumerate(errors[:max_show]):\n",
    "            plt.subplot(max_show, 1, i+1)\n",
    "            plt.imshow(img.squeeze(), cmap='gray')  # 移除通道维度\n",
    "            plt.title(f\"真实: {true} | 预测: {pred}\", fontsize=12)\n",
    "            plt.axis('off')\n",
    "        plt.tight_layout()\n",
    "        plt.show()\n",
    "\n",
    "    # 新增：可视化混淆矩阵 + 错误案例\n",
    "    y_pred = model.predict(X_test, verbose=0)\n",
    "    y_pred_chars = []\n",
    "    for i in range(len(X_test)):\n",
    "        pred_chars = []\n",
    "        for j in range(MAX_CAPTCHA_LENGTH):\n",
    "            char_idx = np.argmax(y_pred[j][i])\n",
    "            pred_chars.append(CHAR_SET[char_idx])\n",
    "        y_pred_chars.append(''.join(pred_chars))\n",
    "    \n",
    "    # 1. 绘制混淆矩阵\n",
    "    plot_confusion_matrix(y_test_labels, y_pred_chars)\n",
    "    \n",
    "    # 2. 可视化错误案例\n",
    "    visualize_errors(X_test, y_test_labels, y_pred_chars)\n",
    "\n",
    "    # 可视化训练过程\n",
    "    plt.figure(figsize=(12, 5))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.plot(history.history['loss'], label='训练损失')\n",
    "    plt.plot(history.history['val_loss'], label='验证损失')\n",
    "    plt.title('损失曲线')\n",
    "    plt.legend()\n",
    "\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.plot(history.history['digit_1_accuracy'], label='Digit 1 Train')\n",
    "    plt.plot(history.history['val_digit_1_accuracy'], label='Digit 1 Val')\n",
    "    plt.title('准确率曲线')\n",
    "    plt.legend()\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    main()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ad72791a-a888-4a94-ab73-5d11f450145b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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